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IoT energy Efficiency Management Model Kit

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by Mari Appan11 dot icon Updated: Jan 9, 2022

Solution Kit Solution Kit ย 

Our solution uses Data Visualization to analyse the given data set using machine learning program to predict energy usage. This solution can be used to reduce the energy wastage during the manufacturing of IoT devices.

Data Visualization

We have clubbed these libraries for Data Visualization. we have used CBoard as a BI dashboard and grafana for Visual metrics and traces.

CBoardby TuiQiao

JavaScript doticonstar image 2925 doticonVersion:Currentdoticon
License: Permissive (Apache-2.0)

An easy to use, self-service open BI reporting and BI dashboard platform.

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            CBoardby TuiQiao

            JavaScript doticon star image 2925 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

            An easy to use, self-service open BI reporting and BI dashboard platform.
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                      grafanaby grafana

                      TypeScript doticonstar image 54650 doticonVersion:v8.5.22doticon
                      License: Strong Copyleft (AGPL-3.0)

                      The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.

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                                grafanaby grafana

                                TypeScript doticon star image 54650 doticonVersion:v8.5.22doticon License: Strong Copyleft (AGPL-3.0)

                                The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.
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                                          dablby dabl

                                          Jupyter Notebook doticonstar image 700 doticonVersion:Currentdoticon
                                          License: Permissive (BSD-3-Clause)

                                          Data Analysis Baseline Library

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                                                    dablby dabl

                                                    Jupyter Notebook doticon star image 700 doticonVersion:Currentdoticon License: Permissive (BSD-3-Clause)

                                                    Data Analysis Baseline Library
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                                                              Data analysis

                                                              data Analysis using dabl is a drop-in replacements for GridSearchCV and Randomized SearchCV using successive halfing. the pandas is flexible and manipulate the data set

                                                              pandasby pandas-dev

                                                              Python doticonstar image 37439 doticonVersion:v2.0.0rc1doticon
                                                              License: Permissive (BSD-3-Clause)

                                                              Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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                                                                        pandasby pandas-dev

                                                                        Python doticon star image 37439 doticonVersion:v2.0.0rc1doticon License: Permissive (BSD-3-Clause)

                                                                        Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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                                                                                  universal-data-toolby UniversalDataTool

                                                                                  JavaScript doticonstar image 1763 doticonVersion:v0.14.26doticon
                                                                                  License: Permissive (MIT)

                                                                                  Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.

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                                                                                            universal-data-toolby UniversalDataTool

                                                                                            JavaScript doticon star image 1763 doticonVersion:v0.14.26doticon License: Permissive (MIT)

                                                                                            Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
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                                                                                                      cloud-annotationsby cloud-annotations

                                                                                                      TypeScript doticonstar image 2653 doticonVersion:v1.3.2doticon
                                                                                                      License: Permissive (MIT)

                                                                                                      ๐Ÿ A fast, easy and collaborative open source image annotation tool for teams and individuals.

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                                                                                                                cloud-annotationsby cloud-annotations

                                                                                                                TypeScript doticon star image 2653 doticonVersion:v1.3.2doticon License: Permissive (MIT)

                                                                                                                ๐Ÿ A fast, easy and collaborative open source image annotation tool for teams and individuals.
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                                                                                                                          Data Labeling

                                                                                                                          we have clubbed the universal-data-tool and cloud-annotations for labelling the data in a proper format with open source image annotation tools and easy web interface or desktop app.

                                                                                                                          pycaretby pycaret

                                                                                                                          Jupyter Notebook doticonstar image 7104 doticonVersion:3.0.0doticon
                                                                                                                          License: Permissive (MIT)

                                                                                                                          An open-source, low-code machine learning library in Python

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                                                                                                                                    pycaretby pycaret

                                                                                                                                    Jupyter Notebook doticon star image 7104 doticonVersion:3.0.0doticon License: Permissive (MIT)

                                                                                                                                    An open-source, low-code machine learning library in Python
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                                                                                                                                              h2o-3by h2oai

                                                                                                                                              Jupyter Notebook doticonstar image 6195 doticonVersion:Currentdoticon
                                                                                                                                              License: Permissive (Apache-2.0)

                                                                                                                                              H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

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                                                                                                                                                        h2o-3by h2oai

                                                                                                                                                        Jupyter Notebook doticon star image 6195 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                        H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
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                                                                                                                                                                  Sustainability hackathon

                                                                                                                                                                  the solution for our sustainability hackathon

                                                                                                                                                                  Jupyter Notebook doticonstar image 0 doticonVersion:Currentdoticon
                                                                                                                                                                  License: Permissive (MIT)

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                                                                                                                                                                            sustainabiltyhackathonby dharneshk

                                                                                                                                                                            Jupyter Notebook doticon star image 0 doticonVersion:Currentdoticon License: Permissive (MIT)

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                                                                                                                                                                                      Deployment Information

                                                                                                                                                                                      https://github.com/dharneshk/sustainabiltyhackathon

                                                                                                                                                                                      This sections has the instructions to install the kit. For the Auto ML kit source, the deployment instructions are: 1. Clone the automl-starter from the source:https://github.com/dharneshk/sustainabiltyhackathon 2. Install the required libraries by 'pip install -r requirements.txt' 3. Navigate to the 'automl-classification-pycaret.ipynb' and open and run each cells