Machinery and Process Libraries - Page 3

u
unisalby rdroste

Python dotstar image 105 dotVersion:Currentdot
License: Permissive (Apache-2.0)

Unified Image and Video Saliency Modeling (ECCV 2020)

Support
    Quality
      Security
        License
          Reuse
            N
            NBA-Predictby JakeKandell

            Python dotstar image 104 dotVersion:Currentdot
            no licences License: No License (No License)

            Predicts Daily NBA Games Using a Logistic Regression Model

            Support
              Quality
                Security
                  License
                    Reuse
                      n
                      nbbby osstotalsoft

                      C# dotstar image 97 dotVersion:Currentdot
                      License: Permissive (MIT)

                      .Net Building Blocks

                      Support
                        Quality
                          Security
                            License
                              Reuse
                                i

                                Python dotstar image 96 dotVersion:Currentdot
                                no licences License: No License (No License)

                                Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'

                                Support
                                  Quality
                                    Security
                                      License
                                        Reuse
                                          p
                                          pycaveby borchero

                                          Python dotstar image 93 dotVersion:Currentdot
                                          License: Permissive (MIT)

                                          Traditional Machine Learning Models for Large-Scale Datasets in PyTorch.

                                          Support
                                            Quality
                                              Security
                                                License
                                                  Reuse
                                                    k
                                                    kafka-mlby ertis-research

                                                    Python dotstar image 93 dotVersion:Currentdot
                                                    License: Permissive (MIT)

                                                    Kafka-ML: connecting the data stream with ML/AI frameworks (now TensorFlow and PyTorch!)

                                                    Support
                                                      Quality
                                                        Security
                                                          License
                                                            Reuse
                                                              C
                                                              Coreby Resgrid

                                                              C# dotstar image 92 dotVersion:Currentdot
                                                              License: Permissive (Apache-2.0)

                                                              The Open Source Computer Aided Dispatch (CAD), Personnel, Shift Management, Automatic Vehicle Location (AVL) and Emergency Management Platform that powers Resgrid.com

                                                              Support
                                                                Quality
                                                                  Security
                                                                    License
                                                                      Reuse
                                                                        m

                                                                        Python dotstar image 91 dotVersion:Currentdot
                                                                        no licences License: No License (No License)

                                                                        midi processor library for PerformanceRNN & MusicTransformer published by "Google Magenta"

                                                                        Support
                                                                          Quality
                                                                            Security
                                                                              License
                                                                                Reuse
                                                                                  f
                                                                                  fledgeby fledge-iot

                                                                                  Python dotstar image 90 dotVersion:Currentdot
                                                                                  License: Permissive (Apache-2.0)

                                                                                  An open source platform for the Industrial Internet of Things, it acts as an edge gateway between sensor devices and cloud storage systems.

                                                                                  Support
                                                                                    Quality
                                                                                      Security
                                                                                        License
                                                                                          Reuse
                                                                                            M
                                                                                            MLOSby microsoft

                                                                                            Python dotstar image 89 dotVersion:Currentdot
                                                                                            License: Permissive (MIT)

                                                                                            MLOS is a Data Science powered infrastructure and methodology to democratize and automate Performance Engineering. MLOS enables continuous, instance-based, robust, and trackable systems optimization.

                                                                                            Support
                                                                                              Quality
                                                                                                Security
                                                                                                  License
                                                                                                    Reuse
                                                                                                      d

                                                                                                      Python dotstar image 88 dotVersion:Currentdot
                                                                                                      no licences License: No License (No License)

                                                                                                      Disentagnled Graph Collaborative Filtering, SIGIR2020

                                                                                                      Support
                                                                                                        Quality
                                                                                                          Security
                                                                                                            License
                                                                                                              Reuse
                                                                                                                s

                                                                                                                Java dotstar image 86 dotVersion:Currentdot
                                                                                                                no licences License: No License (No License)

                                                                                                                Custom error formatting and exception handling in Rest Controllers with Spring Boot

                                                                                                                Support
                                                                                                                  Quality
                                                                                                                    Security
                                                                                                                      License
                                                                                                                        Reuse
                                                                                                                          U

                                                                                                                          C# dotstar image 86 dotVersion:Currentdot
                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                          :scroll: Visual Studio extension to generate OpenAPI (Swagger) web service reference.

                                                                                                                          Support
                                                                                                                            Quality
                                                                                                                              Security
                                                                                                                                License
                                                                                                                                  Reuse
                                                                                                                                    S

                                                                                                                                    JavaScript dotstar image 85 dotVersion:Currentdot
                                                                                                                                    no licences License: No License (No License)

                                                                                                                                    Full stack, fully-featured social media web application using React, Firebase, Redux, Express, and Material-UI. Implemented backend REST API server with Node.js and Express, user login and authentication, image uploads, notifications, cloud functions, deploying to Firebase

                                                                                                                                    Support
                                                                                                                                      Quality
                                                                                                                                        Security
                                                                                                                                          License
                                                                                                                                            Reuse
                                                                                                                                              r
                                                                                                                                              repology-rulesby repology

                                                                                                                                              Python dotstar image 84 dotVersion:Currentdot
                                                                                                                                              License: Strong Copyleft (GPL-3.0)

                                                                                                                                              Package normalization ruleset for Repology

                                                                                                                                              Support
                                                                                                                                                Quality
                                                                                                                                                  Security
                                                                                                                                                    License
                                                                                                                                                      Reuse
                                                                                                                                                        G
                                                                                                                                                        GMNSby zephyr-data-specs

                                                                                                                                                        Jupyter Notebook dotstar image 84 dotVersion:Currentdot
                                                                                                                                                        no licences License: No License (No License)

                                                                                                                                                        General Modeling Network Specification

                                                                                                                                                        Support
                                                                                                                                                          Quality
                                                                                                                                                            Security
                                                                                                                                                              License
                                                                                                                                                                Reuse
                                                                                                                                                                  P

                                                                                                                                                                  Python dotstar image 82 dotVersion:Currentdot
                                                                                                                                                                  no licences License: No License (No License)

                                                                                                                                                                  Support
                                                                                                                                                                    Quality
                                                                                                                                                                      Security
                                                                                                                                                                        License
                                                                                                                                                                          Reuse
                                                                                                                                                                            A

                                                                                                                                                                            Python dotstar image 82 dotVersion:Currentdot
                                                                                                                                                                            no licences License: No License (No License)

                                                                                                                                                                            # AD-Prediction Convolutional Neural Networks for Alzheimer's Disease Prediction Using Brain MRI Image ## Abstract Alzheimers disease (AD) is characterized by severe memory loss and cognitive impairment. It associates with significant brain structure changes, which can be measured by magnetic resonance imaging (MRI) scan. The observable preclinical structure changes provides an opportunity for AD early detection using image classification tools, like convolutional neural network (CNN). However, currently most AD related studies were limited by sample size. Finding an efficient way to train image classifier on limited data is critical. In our project, we explored different transfer-learning methods based on CNN for AD prediction brain structure MRI image. We find that both pretrained 2D AlexNet with 2D-representation method and simple neural network with pretrained 3D autoencoder improved the prediction performance comparing to a deep CNN trained from scratch. The pretrained 2D AlexNet performed even better (**86%**) than the 3D CNN with autoencoder (**77%**). ## Method #### 1. Data In this project, we used public brain MRI data from **Alzheimers Disease Neuroimaging Initiative (ADNI)** Study. ADNI is an ongoing, multicenter cohort study, started from 2004. It focuses on understanding the diagnostic and predictive value of Alzheimers disease specific biomarkers. The ADNI study has three phases: ADNI1, ADNI-GO, and ADNI2. Both ADNI1 and ADNI2 recruited new AD patients and normal control as research participants. Our data included a total of 686 structure MRI scans from both ADNI1 and ADNI2 phases, with 310 AD cases and 376 normal controls. We randomly derived the total sample into training dataset (n = 519), validation dataset (n = 100), and testing dataset (n = 67). #### 2. Image preprocessing Image preprocessing were conducted using Statistical Parametric Mapping (SPM) software, version 12. The original MRI scans were first skull-stripped and segmented using segmentation algorithm based on 6-tissue probability mapping and then normalized to the International Consortium for Brain Mapping template of European brains using affine registration. Other configuration includes: bias, noise, and global intensity normalization. The standard preprocessing process output 3D image files with an uniform size of 121x145x121. Skull-stripping and normalization ensured the comparability between images by transforming the original brain image into a standard image space, so that same brain substructures can be aligned at same image coordinates for different participants. Diluted or enhanced intensity was used to compensate the structure changes. the In our project, we used both whole brain (including both grey matter and white matter) and grey matter only. #### 3. AlexNet and Transfer Learning Convolutional Neural Networks (CNN) are very similar to ordinary Neural Networks. A CNN consists of an input and an output layer, as well as multiple hidden layers. The hidden layers are either convolutional, pooling or fully connected. ConvNet architectures make the explicit assumption that the inputs are images, which allows us to encode certain properties into the architecture. These then make the forward function more efficient to implement and vastly reduce the amount of parameters in the network. #### 3.1. AlexNet The net contains eight layers with weights; the first five are convolutional and the remaining three are fully connected. The overall architecture is shown in Figure 1. The output of the last fully-connected layer is fed to a 1000-way softmax which produces a distribution over the 1000 class labels. AlexNet maximizes the multinomial logistic regression objective, which is equivalent to maximizing the average across training cases of the log-probability of the correct label under the prediction distribution. The kernels of the second, fourth, and fifth convolutional layers are connected only to those kernel maps in the previous layer which reside on the same GPU (as shown in Figure1). The kernels of the third convolutional layer are connected to all kernel maps in the second layer. The neurons in the fully connected layers are connected to all neurons in the previous layer. Response-normalization layers follow the first and second convolutional layers. Max-pooling layers follow both response-normalization layers as well as the fifth convolutional layer. The ReLU non-linearity is applied to the output of every convolutional and fully-connected layer. ![](images/f1.png) The first convolutional layer filters the 224x224x3 input image with 96 kernels of size 11x11x3 with a stride of 4 pixels (this is the distance between the receptive field centers of neighboring neurons in a kernel map). The second convolutional layer takes as input the (response-normalized and pooled) output of the first convolutional layer and filters it with 256 kernels of size 5x5x48. The third, fourth, and fifth convolutional layers are connected to one another without any intervening pooling or normalization layers. The third convolutional layer has 384 kernels of size 3x3x256 connected to the (normalized, pooled) outputs of the second convolutional layer. The fourth convolutional layer has 384 kernels of size 3x3x192 , and the fifth convolutional layer has 256 kernels of size 3x3x192. The fully-connected layers have 4096 neurons each. #### 3.2. Transfer Learning Training an entire Convolutional Network from scratch (with random initialization) is impractical[14] because it is relatively rare to have a dataset of sufficient size. An alternative is to pretrain a Conv-Net on a very large dataset (e.g. ImageNet), and then use the ConvNet either as an initialization or a fixed feature extractor for the task of interest. Typically, there are three major transfer learning scenarios: **ConvNet as fixed feature extractor:** We can take a ConvNet pretrained on ImageNet, and remove the last fully-connected layer, then treat the rest structure as a fixed feature extractor for the target dataset. In AlexNet, this would be a 4096-D vector. Usually, we call these features as CNN codes. Once we get these features, we can train a linear classifier (e.g. linear SVM or Softmax classifier) for our target dataset. **Fine-tuning the ConvNet:** Another idea is not only replace the last fully-connected layer in the classifier, but to also fine-tune the parameters of the pretrained network. Due to overfitting concerns, we can only fine-tune some higher-level part of the network. This suggestion is motivated by the observation that earlier features in a ConvNet contains more generic features (e.g. edge detectors or color blob detectors) that can be useful for many kind of tasks. But the later layer of the network becomes progressively more specific to the details of the classes contained in the original dataset. **Pretrained models:** The released pretrained model is usually the final ConvNet checkpoint. So it is common to see people use the network for fine-tuning. #### 4. 3D Autoencoder and Convolutional Neural Network We take a two-stage approach where we first train a 3D sparse autoencoder to learn filters for convolution operations, and then build a convolutional neural network whose first layer uses the filters learned with the autoencoder. ![](images/f2.png) #### 4.1. Sparse Autoencoder An autoencoder is a 3-layer neural network that is used to extract features from an input such as an image. Sparse representations can provide a simple interpretation of the input data in terms of a small number of \parts by extracting the structure hidden in the data. The autoencoder has an input layer, a hidden layer and an output layer, and the input and output layers have same number of units, while the hidden layer contains more units for a sparse and overcomplete representation. The encoder function maps input x to representation h, and the decoder function maps the representation h to the output x. In our problem, we extract 3D patches from scans as the input to the network. The decoder function aims to reconstruct the input form the hidden representation h. #### 4.2. 3D Convolutional Neural Network Training the 3D convolutional neural network(CNN) is the second stage. The CNN we use in this project has one convolutional layer, one pooling layer, two linear layers, and finally a log softmax layer. After training the sparse autoencoder, we take the weights and biases of the encoder from trained model, and use them a 3D filter of a 3D convolutional layer of the 1-layer convolutional neural network. Figure 2 shows the architecture of the network. #### 5. Tools In this project, we used Nibabel for MRI image processing and PyTorch Neural Networks implementation.

                                                                                                                                                                            Support
                                                                                                                                                                              Quality
                                                                                                                                                                                Security
                                                                                                                                                                                  License
                                                                                                                                                                                    Reuse
                                                                                                                                                                                      M
                                                                                                                                                                                      MAST-MLby uw-cmg

                                                                                                                                                                                      Python dotstar image 80 dotVersion:Currentdot
                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                      MAterials Simulation Toolkit for Machine Learning (MAST-ML)

                                                                                                                                                                                      Support
                                                                                                                                                                                        Quality
                                                                                                                                                                                          Security
                                                                                                                                                                                            License
                                                                                                                                                                                              Reuse
                                                                                                                                                                                                d

                                                                                                                                                                                                Python dotstar image 79 dotVersion:Currentdot
                                                                                                                                                                                                no licences License: No License (No License)

                                                                                                                                                                                                Deploy and scale machine learning models with FastAPI, Redis and Docker

                                                                                                                                                                                                Support
                                                                                                                                                                                                  Quality
                                                                                                                                                                                                    Security
                                                                                                                                                                                                      License
                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                          T

                                                                                                                                                                                                          Python dotstar image 79 dotVersion:Currentdot
                                                                                                                                                                                                          no licences License: No License (No License)

                                                                                                                                                                                                          modify self-attention model for EEG signal as input and image embedding layer as output

                                                                                                                                                                                                          Support
                                                                                                                                                                                                            Quality
                                                                                                                                                                                                              Security
                                                                                                                                                                                                                License
                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                    W
                                                                                                                                                                                                                    WS3Dby hlesmqh

                                                                                                                                                                                                                    Python dotstar image 78 dotVersion:Currentdot
                                                                                                                                                                                                                    License: Permissive (MIT)

                                                                                                                                                                                                                    Official version of 'Weakly Supervised 3D object detection from Lidar Point Cloud'(ECCV2020)

                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                          License
                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                              d

                                                                                                                                                                                                                              Java dotstar image 78 dotVersion:Currentdot
                                                                                                                                                                                                                              License: Proprietary (Proprietary)

                                                                                                                                                                                                                              User's custom models boilerplate

                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                        c

                                                                                                                                                                                                                                        JavaScript dotstar image 78 dotVersion:Currentdot
                                                                                                                                                                                                                                        License: Proprietary (Proprietary)

                                                                                                                                                                                                                                        Creates CycloneDX Software Bill of Materials (SBOM) from Node.js projects

                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                  S
                                                                                                                                                                                                                                                  SysML-v2-Releaseby Systems-Modeling

                                                                                                                                                                                                                                                  JavaScript dotstar image 78 dotVersion:Currentdot
                                                                                                                                                                                                                                                  License: Proprietary (Proprietary)

                                                                                                                                                                                                                                                  The latest monthly incremental release of SysML v2. Start here.

                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                            P

                                                                                                                                                                                                                                                            Python dotstar image 74 dotVersion:Currentdot
                                                                                                                                                                                                                                                            no licences License: No License (No License)

                                                                                                                                                                                                                                                            Python Machine Learning Algorithms

                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                      p
                                                                                                                                                                                                                                                                      pybatsby lavinei

                                                                                                                                                                                                                                                                      Jupyter Notebook dotstar image 74 dotVersion:Currentdot
                                                                                                                                                                                                                                                                      License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                      Bayesian time series forecasting and decision analysis

                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                r
                                                                                                                                                                                                                                                                                r3dmolby swsoyee

                                                                                                                                                                                                                                                                                JavaScript dotstar image 73 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                License: Proprietary (Proprietary)

                                                                                                                                                                                                                                                                                🧬 An R package for visualizing molecular data in 3D

                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                          3
                                                                                                                                                                                                                                                                                          3d-icp-covby CAOR-MINES-ParisTech

                                                                                                                                                                                                                                                                                          Python dotstar image 72 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                                                                                                          Code for the paper "A New Approach to 3D ICP Covariance Estimation for Mobile Robotics"

                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                    M
                                                                                                                                                                                                                                                                                                    MTConnect.NETby TrakHound

                                                                                                                                                                                                                                                                                                    C# dotstar image 71 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                    License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                    Fully featured .NET library in C# to build MTConnect Agent, Adapter, and Client Applications. Pre-built Agents with Windows Installers. Support for Windows and Linux. Supports MTConnect Versions up to 2.1. Supports .NET Framework 4.6.1 up to .NET 7

                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                              G
                                                                                                                                                                                                                                                                                                              GKTby jhljx

                                                                                                                                                                                                                                                                                                              Python dotstar image 71 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                              Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network

                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                        w
                                                                                                                                                                                                                                                                                                                        waveplus-readerby Airthings

                                                                                                                                                                                                                                                                                                                        Python dotstar image 68 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                        License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                  p
                                                                                                                                                                                                                                                                                                                                  peerjs-pythonby ambianic

                                                                                                                                                                                                                                                                                                                                  Python dotstar image 68 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                  License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                  Python port of PeerJS client

                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                            m
                                                                                                                                                                                                                                                                                                                                            ml4chemby muammar

                                                                                                                                                                                                                                                                                                                                            Python dotstar image 67 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                            License: Proprietary (Proprietary)

                                                                                                                                                                                                                                                                                                                                            ML4Chem: Machine Learning for Chemistry and Materials

                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                      a

                                                                                                                                                                                                                                                                                                                                                      JavaScript dotstar image 66 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                      License: Permissive (MIT-0)

                                                                                                                                                                                                                                                                                                                                                      This sample application demonstrates an iPhone receiving real-time updates from an IoT sensor. The solution is built with AWS AppSync and AWS IoT Core technologies.

                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                S
                                                                                                                                                                                                                                                                                                                                                                SimRLFabby AndreasKuhnle

                                                                                                                                                                                                                                                                                                                                                                Python dotstar image 66 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                Simulation and reinforcement learning framework for production planning and control of complex job shop manufacturing systems

                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                          N

                                                                                                                                                                                                                                                                                                                                                                          JavaScript dotstar image 66 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                          no licences License: No License (No License)

                                                                                                                                                                                                                                                                                                                                                                          This repository contains very useful restful API's and functionalities in node-js containing many important tutorial code for mastering node-js, all tutorials have been published on medium.com, tutorials link is given below

                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                    n
                                                                                                                                                                                                                                                                                                                                                                                    node-server-sdkby launchdarkly

                                                                                                                                                                                                                                                                                                                                                                                    JavaScript dotstar image 65 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                    License: Proprietary (Proprietary)

                                                                                                                                                                                                                                                                                                                                                                                    LaunchDarkly Server-side SDK for Node

                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                              S
                                                                                                                                                                                                                                                                                                                                                                                              Silent-Gearby SilentChaos512

                                                                                                                                                                                                                                                                                                                                                                                              Java dotstar image 65 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                              Modular tool/armor mod (formerly part of Silent's Gems)

                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                        r
                                                                                                                                                                                                                                                                                                                                                                                                        rastercarveby built1n

                                                                                                                                                                                                                                                                                                                                                                                                        Python dotstar image 65 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                        License: Strong Copyleft (GPL-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                        Generate G-code to engrave raster images

                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                  C
                                                                                                                                                                                                                                                                                                                                                                                                                  CrabNetby anthony-wang

                                                                                                                                                                                                                                                                                                                                                                                                                  Python dotstar image 65 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                  License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                  Predict materials properties using only the composition information!

                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                            I

                                                                                                                                                                                                                                                                                                                                                                                                                            Python dotstar image 64 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                            License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                            Image Classification using Keras as well as Tensorflow.

                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                      s

                                                                                                                                                                                                                                                                                                                                                                                                                                      Python dotstar image 64 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Weak Copyleft (MPL-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                      Official implementation of "Decoder Modulation for Indoor Depth Completion" https://arxiv.org/abs/2005.08607

                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                C
                                                                                                                                                                                                                                                                                                                                                                                                                                                Cybeleby Hypfer

                                                                                                                                                                                                                                                                                                                                                                                                                                                JavaScript dotstar image 64 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                                License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                BLE to MQTT Gateway for Smarthome and IoT Devices

                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                          c
                                                                                                                                                                                                                                                                                                                                                                                                                                                          cgnnby Tony-Y

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python dotstar image 63 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Crystal Graph Neural Networks

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    r
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    responsiblyby ResponsiblyAI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Python dotstar image 63 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              S
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              STRby RAIVNLab

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Python dotstar image 63 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Soft Threshold Weight Reparameterization for Learnable Sparsity

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        C
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Cyberattack-Detectionby antoinedelplace

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Python dotstar image 62 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        no licences License: No License (No License)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Cyber Attack Detection thanks to Machine Learning Algorithms

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  L

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python dotstar image 62 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License: Proprietary (Proprietary)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Laboro BERT Japanese: Japanese BERT Pre-Trained With Web-Corpus

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            M

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Python dotstar image 61 dotVersion:Currentdot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            MPU6050/9250 I2C and SPI interface. Sensor fusion using a complementary filter yields sensor Euler angles and is implemented in five different languages.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      u
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      unisalby rdroste
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Unified Image and Video Saliency Modeling (ECCV 2020)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Pythondotstar image 105dotUpdated: 1 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                N
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                NBA-Predictby JakeKandell
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Predicts Daily NBA Games Using a Logistic Regression Model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pythondotstar image 104dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          n
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          nbbby osstotalsoft
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          .Net Building Blocks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          C#dotstar image 97dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    i
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    incremental_trainingby MBKraus
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Pythondotstar image 96dotUpdated: 2 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              p
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              pycaveby borchero
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Traditional Machine Learning Models for Large-Scale Datasets in PyTorch.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Pythondotstar image 93dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        k
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        kafka-mlby ertis-research
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Kafka-ML: connecting the data stream with ML/AI frameworks (now TensorFlow and PyTorch!)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pythondotstar image 93dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  C
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Coreby Resgrid
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The Open Source Computer Aided Dispatch (CAD), Personnel, Shift Management, Automatic Vehicle Location (AVL) and Emergency Management Platform that powers Resgrid.com
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  C#dotstar image 92dotUpdated: 1 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            m
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            midi-neural-processorby jason9693
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            midi processor library for PerformanceRNN & MusicTransformer published by "Google Magenta"
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Pythondotstar image 91dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      f
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      fledgeby fledge-iot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      An open source platform for the Industrial Internet of Things, it acts as an edge gateway between sensor devices and cloud storage systems.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Pythondotstar image 90dotUpdated: 1 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                M
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                MLOSby microsoft
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                MLOS is a Data Science powered infrastructure and methodology to democratize and automate Performance Engineering. MLOS enables continuous, instance-based, robust, and trackable systems optimization.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pythondotstar image 89dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          d
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          disentangled_graph_collaborative_filteringby xiangwang1223
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Disentagnled Graph Collaborative Filtering, SIGIR2020
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pythondotstar image 88dotUpdated: 3 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    s
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    spring-boot-rest-exceptionsby mechero
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Custom error formatting and exception handling in Rest Controllers with Spring Boot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Javadotstar image 86dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              U
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Unchase.OpenAPI.Connectedserviceby unchase
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              :scroll: Visual Studio extension to generate OpenAPI (Swagger) web service reference.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              C#dotstar image 86dotUpdated: 1 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        S
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Social-Media-Appby dch133
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Full stack, fully-featured social media web application using React, Firebase, Redux, Express, and Material-UI. Implemented backend REST API server with Node.js and Express, user login and authentication, image uploads, notifications, cloud functions, deploying to Firebase
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        JavaScriptdotstar image 85dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  r
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  repology-rulesby repology
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Package normalization ruleset for Repology
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Pythondotstar image 84dotUpdated: 1 y agodot License: Strong Copyleft (GPL-3.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            G
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            GMNSby zephyr-data-specs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            General Modeling Network Specification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Jupyter Notebookdotstar image 84dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      P
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Predicting-Myers-Briggs-Type-Indicator-with-Recurrent-Neural-Networksby ianscottknight
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Pythondotstar image 82dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                A
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Alzhimers-Disease-Prediction-Using-Deep-learningby himanshub1007
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                # AD-Prediction Convolutional Neural Networks for Alzheimer's Disease Prediction Using Brain MRI Image ## Abstract Alzheimers disease (AD) is characterized by severe memory loss and cognitive impairment. It associates with significant brain structure changes, which can be measured by magnetic resonance imaging (MRI) scan. The observable preclinical structure changes provides an opportunity for AD early detection using image classification tools, like convolutional neural network (CNN). However, currently most AD related studies were limited by sample size. Finding an efficient way to train image classifier on limited data is critical. In our project, we explored different transfer-learning methods based on CNN for AD prediction brain structure MRI image. We find that both pretrained 2D AlexNet with 2D-representation method and simple neural network with pretrained 3D autoencoder improved the prediction performance comparing to a deep CNN trained from scratch. The pretrained 2D AlexNet performed even better (**86%**) than the 3D CNN with autoencoder (**77%**). ## Method #### 1. Data In this project, we used public brain MRI data from **Alzheimers Disease Neuroimaging Initiative (ADNI)** Study. ADNI is an ongoing, multicenter cohort study, started from 2004. It focuses on understanding the diagnostic and predictive value of Alzheimers disease specific biomarkers. The ADNI study has three phases: ADNI1, ADNI-GO, and ADNI2. Both ADNI1 and ADNI2 recruited new AD patients and normal control as research participants. Our data included a total of 686 structure MRI scans from both ADNI1 and ADNI2 phases, with 310 AD cases and 376 normal controls. We randomly derived the total sample into training dataset (n = 519), validation dataset (n = 100), and testing dataset (n = 67). #### 2. Image preprocessing Image preprocessing were conducted using Statistical Parametric Mapping (SPM) software, version 12. The original MRI scans were first skull-stripped and segmented using segmentation algorithm based on 6-tissue probability mapping and then normalized to the International Consortium for Brain Mapping template of European brains using affine registration. Other configuration includes: bias, noise, and global intensity normalization. The standard preprocessing process output 3D image files with an uniform size of 121x145x121. Skull-stripping and normalization ensured the comparability between images by transforming the original brain image into a standard image space, so that same brain substructures can be aligned at same image coordinates for different participants. Diluted or enhanced intensity was used to compensate the structure changes. the In our project, we used both whole brain (including both grey matter and white matter) and grey matter only. #### 3. AlexNet and Transfer Learning Convolutional Neural Networks (CNN) are very similar to ordinary Neural Networks. A CNN consists of an input and an output layer, as well as multiple hidden layers. The hidden layers are either convolutional, pooling or fully connected. ConvNet architectures make the explicit assumption that the inputs are images, which allows us to encode certain properties into the architecture. These then make the forward function more efficient to implement and vastly reduce the amount of parameters in the network. #### 3.1. AlexNet The net contains eight layers with weights; the first five are convolutional and the remaining three are fully connected. The overall architecture is shown in Figure 1. The output of the last fully-connected layer is fed to a 1000-way softmax which produces a distribution over the 1000 class labels. AlexNet maximizes the multinomial logistic regression objective, which is equivalent to maximizing the average across training cases of the log-probability of the correct label under the prediction distribution. The kernels of the second, fourth, and fifth convolutional layers are connected only to those kernel maps in the previous layer which reside on the same GPU (as shown in Figure1). The kernels of the third convolutional layer are connected to all kernel maps in the second layer. The neurons in the fully connected layers are connected to all neurons in the previous layer. Response-normalization layers follow the first and second convolutional layers. Max-pooling layers follow both response-normalization layers as well as the fifth convolutional layer. The ReLU non-linearity is applied to the output of every convolutional and fully-connected layer. ![](images/f1.png) The first convolutional layer filters the 224x224x3 input image with 96 kernels of size 11x11x3 with a stride of 4 pixels (this is the distance between the receptive field centers of neighboring neurons in a kernel map). The second convolutional layer takes as input the (response-normalized and pooled) output of the first convolutional layer and filters it with 256 kernels of size 5x5x48. The third, fourth, and fifth convolutional layers are connected to one another without any intervening pooling or normalization layers. The third convolutional layer has 384 kernels of size 3x3x256 connected to the (normalized, pooled) outputs of the second convolutional layer. The fourth convolutional layer has 384 kernels of size 3x3x192 , and the fifth convolutional layer has 256 kernels of size 3x3x192. The fully-connected layers have 4096 neurons each. #### 3.2. Transfer Learning Training an entire Convolutional Network from scratch (with random initialization) is impractical[14] because it is relatively rare to have a dataset of sufficient size. An alternative is to pretrain a Conv-Net on a very large dataset (e.g. ImageNet), and then use the ConvNet either as an initialization or a fixed feature extractor for the task of interest. Typically, there are three major transfer learning scenarios: **ConvNet as fixed feature extractor:** We can take a ConvNet pretrained on ImageNet, and remove the last fully-connected layer, then treat the rest structure as a fixed feature extractor for the target dataset. In AlexNet, this would be a 4096-D vector. Usually, we call these features as CNN codes. Once we get these features, we can train a linear classifier (e.g. linear SVM or Softmax classifier) for our target dataset. **Fine-tuning the ConvNet:** Another idea is not only replace the last fully-connected layer in the classifier, but to also fine-tune the parameters of the pretrained network. Due to overfitting concerns, we can only fine-tune some higher-level part of the network. This suggestion is motivated by the observation that earlier features in a ConvNet contains more generic features (e.g. edge detectors or color blob detectors) that can be useful for many kind of tasks. But the later layer of the network becomes progressively more specific to the details of the classes contained in the original dataset. **Pretrained models:** The released pretrained model is usually the final ConvNet checkpoint. So it is common to see people use the network for fine-tuning. #### 4. 3D Autoencoder and Convolutional Neural Network We take a two-stage approach where we first train a 3D sparse autoencoder to learn filters for convolution operations, and then build a convolutional neural network whose first layer uses the filters learned with the autoencoder. ![](images/f2.png) #### 4.1. Sparse Autoencoder An autoencoder is a 3-layer neural network that is used to extract features from an input such as an image. Sparse representations can provide a simple interpretation of the input data in terms of a small number of \parts by extracting the structure hidden in the data. The autoencoder has an input layer, a hidden layer and an output layer, and the input and output layers have same number of units, while the hidden layer contains more units for a sparse and overcomplete representation. The encoder function maps input x to representation h, and the decoder function maps the representation h to the output x. In our problem, we extract 3D patches from scans as the input to the network. The decoder function aims to reconstruct the input form the hidden representation h. #### 4.2. 3D Convolutional Neural Network Training the 3D convolutional neural network(CNN) is the second stage. The CNN we use in this project has one convolutional layer, one pooling layer, two linear layers, and finally a log softmax layer. After training the sparse autoencoder, we take the weights and biases of the encoder from trained model, and use them a 3D filter of a 3D convolutional layer of the 1-layer convolutional neural network. Figure 2 shows the architecture of the network. #### 5. Tools In this project, we used Nibabel for MRI image processing and PyTorch Neural Networks implementation.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pythondotstar image 82dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          M
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          MAST-MLby uw-cmg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          MAterials Simulation Toolkit for Machine Learning (MAST-ML)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pythondotstar image 80dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    d
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    deploy-ml-fastapi-redis-dockerby shanesoh
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Deploy and scale machine learning models with FastAPI, Redis and Docker
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Pythondotstar image 79dotUpdated: 3 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              T
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Transformer-for-EEGby redevaaa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              modify self-attention model for EEG signal as input and image embedding layer as output
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Pythondotstar image 79dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        W
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        WS3Dby hlesmqh
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Official version of 'Weakly Supervised 3D object detection from Lidar Point Cloud'(ECCV2020)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pythondotstar image 78dotUpdated: 3 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  d
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  datarobot-user-modelsby datarobot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  User's custom models boilerplate
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Javadotstar image 78dotUpdated: 1 y agodot License: Proprietary (Proprietary)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            c
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            cyclonedx-node-moduleby CycloneDX
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Creates CycloneDX Software Bill of Materials (SBOM) from Node.js projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            JavaScriptdotstar image 78dotUpdated: 2 y agodot License: Proprietary (Proprietary)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      S
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      SysML-v2-Releaseby Systems-Modeling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      The latest monthly incremental release of SysML v2. Start here.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      JavaScriptdotstar image 78dotUpdated: 3 y agodot License: Proprietary (Proprietary)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                P
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Python-Machine-Learningby GeorgeSeif
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Python Machine Learning Algorithms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pythondotstar image 74dotUpdated: 3 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          p
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          pybatsby lavinei
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Bayesian time series forecasting and decision analysis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Jupyter Notebookdotstar image 74dotUpdated: 1 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    r
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    r3dmolby swsoyee
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    🧬 An R package for visualizing molecular data in 3D
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    JavaScriptdotstar image 73dotUpdated: 1 y agodot License: Proprietary (Proprietary)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              3
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              3d-icp-covby CAOR-MINES-ParisTech
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Code for the paper "A New Approach to 3D ICP Covariance Estimation for Mobile Robotics"
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Pythondotstar image 72dotUpdated: 2 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        M
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        MTConnect.NETby TrakHound
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Fully featured .NET library in C# to build MTConnect Agent, Adapter, and Client Applications. Pre-built Agents with Windows Installers. Support for Windows and Linux. Supports MTConnect Versions up to 2.1. Supports .NET Framework 4.6.1 up to .NET 7
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        C#dotstar image 71dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  G
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  GKTby jhljx
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Pythondotstar image 71dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            w
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            waveplus-readerby Airthings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Pythondotstar image 68dotUpdated: 3 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      p
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      peerjs-pythonby ambianic
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Python port of PeerJS client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Pythondotstar image 68dotUpdated: 1 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                m
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                ml4chemby muammar
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                ML4Chem: Machine Learning for Chemistry and Materials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pythondotstar image 67dotUpdated: 3 y agodot License: Proprietary (Proprietary)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          a
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          aws-appsync-iot-core-realtime-exampleby aws-samples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          This sample application demonstrates an iPhone receiving real-time updates from an IoT sensor. The solution is built with AWS AppSync and AWS IoT Core technologies.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          JavaScriptdotstar image 66dotUpdated: 1 y agodot License: Permissive (MIT-0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    S
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    SimRLFabby AndreasKuhnle
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Simulation and reinforcement learning framework for production planning and control of complex job shop manufacturing systems
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Pythondotstar image 66dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              N
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Node-js-functionalitiesby mostlypanda
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              This repository contains very useful restful API's and functionalities in node-js containing many important tutorial code for mastering node-js, all tutorials have been published on medium.com, tutorials link is given below
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              JavaScriptdotstar image 66dotUpdated: 2 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        n
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        node-server-sdkby launchdarkly
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        LaunchDarkly Server-side SDK for Node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        JavaScriptdotstar image 65dotUpdated: 1 y agodot License: Proprietary (Proprietary)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  S
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Silent-Gearby SilentChaos512
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Modular tool/armor mod (formerly part of Silent's Gems)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Javadotstar image 65dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            r
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            rastercarveby built1n
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Generate G-code to engrave raster images
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Pythondotstar image 65dotUpdated: 1 y agodot License: Strong Copyleft (GPL-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      C
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      CrabNetby anthony-wang
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Predict materials properties using only the composition information!
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Pythondotstar image 65dotUpdated: 1 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                I
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Image-Classification-by-Keras-and-Tensorflowby rohanpillai20
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Image Classification using Keras as well as Tensorflow.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pythondotstar image 64dotUpdated: 2 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          saic_depth_completionby saic-vul
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Official implementation of "Decoder Modulation for Indoor Depth Completion" https://arxiv.org/abs/2005.08607
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pythondotstar image 64dotUpdated: 3 y agodot License: Weak Copyleft (MPL-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    C
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Cybeleby Hypfer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    BLE to MQTT Gateway for Smarthome and IoT Devices
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    JavaScriptdotstar image 64dotUpdated: 3 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              c
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              cgnnby Tony-Y
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Crystal Graph Neural Networks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Pythondotstar image 63dotUpdated: 2 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        r
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        responsiblyby ResponsiblyAI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pythondotstar image 63dotUpdated: 3 y agodot License: Permissive (MIT)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  S
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  STRby RAIVNLab
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Soft Threshold Weight Reparameterization for Learnable Sparsity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Pythondotstar image 63dotUpdated: 2 y agodot License: Permissive (Apache-2.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            C
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Cyberattack-Detectionby antoinedelplace
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Cyber Attack Detection thanks to Machine Learning Algorithms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Pythondotstar image 62dotUpdated: 1 y agodotno licences License: No License (No License)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      L
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Laboro-BERT-Japaneseby laboroai
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Laboro BERT Japanese: Japanese BERT Pre-Trained With Web-Corpus
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Pythondotstar image 62dotUpdated: 3 y agodot License: Proprietary (Proprietary)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Reuse
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                M
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                MPU-6050-9250-I2C-CompFilterby MarkSherstan
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                MPU6050/9250 I2C and SPI interface. Sensor fusion using a complementary filter yields sensor Euler angles and is implemented in five different languages.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pythondotstar image 61dotUpdated: 1 y agodot License: Strong Copyleft (GPL-3.0)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quality
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reuse