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VIT Hackathon Starter Kit

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by kandikits dot icon Updated: Jan 8, 2022

Solution Kit Solution Kit ย 

Industrial activities have been one of the primary source of Global Warming as the unregulated energy consumption in industries lead to emission of greenhouse gases in atmosphere. Though the problem may appear easy to solve, identifying right time, volume and area of savings have always been challenging in saving energy. This kit provides the best libraries to build your solution for improving the energy efficiency. The libraries are listed in different sections based on the functionality they provide e.g. - OLAP data visualization - Exploratory Data Analysis - Data Labeling - AutoML Depending on your solution needs, you can pick the needed libraries from the below options and build your solution with them. This kit also acts as a template for submitting your hackathon solution in the form of a kandi kit. You should create relevant solution sections in your kit and add the libraries used under those sections. You must add the two important sections Kit Solution Source and Kit Deployment Instructions. Please see the sections below to understand this better. Problem statement: Jumpstart and create an application which can be used by energy management professionals using the below data set. https://github.com/jojo62000/Smarter_Decisions/raw/master/Chapter%206/Data/Final_SolarData.csv https://github.com/jojo62000/Smarter_Decisions/blob/master/Chapter%203/Data/BO5341_IoTData.csv Expected outcome in the application 1. OLAP operation of the data in front end (dice, slice, roll up/ down, filter) 2. Ability to notify significant changes in the time series dataset imported in the tool 3. Ability to select from and to time stamp in the time series visualization and give a label or annotation 4. Annotation tool - Data labelling where the customer can import the data and the multiple columns render it in the chart where they can select from all and to frame and labelled the part and save in the database. 5. Exploratory data analysis- Where they can explore the data and find its relationship with the different parameters. 6. Prediction Analysis/ modelling - Where they can pass the data and application has to automatically select which model is best and show itโ€™s all the model accuracy results. 7. Have a dashboard to display aggregated values. 8. Results should be in pictorial representation. 9. Data cleaning/Data sanitisation must be done (Should not have null values). 10. Working video of the application is expected.

Dataset

OLAP data visualization

OLAP data visualization libraries can be used to drill down, roll up or slice and dice the data from OLAP databases.

CBoardby TuiQiao

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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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                      cubesviewerby jjmontesl

                      JavaScript doticonstar image 419 doticonVersion:v2.0.2doticon
                      License: Others (Non-SPDX)

                      Explore and visualize analytical datasets

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                                cubesviewerby jjmontesl

                                JavaScript doticon star image 419 doticonVersion:v2.0.2doticon License: Others (Non-SPDX)

                                Explore and visualize analytical datasets
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                                          Python doticonstar image 31662 doticonVersion:0.38.0doticon
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                                          Apache Superset is a Data Visualization and Data Exploration Platform

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                                                    incubator-supersetby apache

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                                                    Apache Superset is a Data Visualization and Data Exploration Platform
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                                                              grafanaby grafana

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                                                              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 54622 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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                                                                                  d3by d3

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                                                                                  Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:

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                                                                                            d3by d3

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                                                                                            Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:
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                                                                                                      vegaby vega

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                                                                                                      A visualization grammar.

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                                                                                                                vegaby vega

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                                                                                                                A visualization grammar.
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                                                                                                                          Exploratory Data Analysis

                                                                                                                          The data exploration helps in doing extensive analysis of different data types and in assisting to understand the patterns. Data visualisation helps in representing the insights graphically. Libraries in this section are used for analysis and visualisation of data.

                                                                                                                          pandasby pandas-dev

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                                                                                                                          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

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                                                                                                                                    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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                                                                                                                                              numpyby numpy

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                                                                                                                                              The fundamental package for scientific computing with Python.

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                                                                                                                                                        numpyby numpy

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                                                                                                                                                        The fundamental package for scientific computing with Python.
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                                                                                                                                                                  scikit-learnby scikit-learn

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                                                                                                                                                                  scikit-learn: machine learning in Python

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                                                                                                                                                                            scikit-learnby scikit-learn

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                                                                                                                                                                            scikit-learn: machine learning in Python
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                                                                                                                                                                                      seabornby mwaskom

                                                                                                                                                                                      Python doticonstar image 10513 doticonVersion:v0.12.2doticon
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                                                                                                                                                                                      Statistical data visualization in Python

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                                                                                                                                                                                                seabornby mwaskom

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                                                                                                                                                                                                Statistical data visualization in Python
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                                                                                                                                                                                                          dablby dabl

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                                                                                                                                                                                                          Data Analysis Baseline Library

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                                                                                                                                                                                                                    dablby dabl

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                                                                                                                                                                                                                    Data Analysis Baseline Library
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                                                                                                                                                                                                                              Data Labeling

                                                                                                                                                                                                                              Libraries in this section are used for annotating data for creating training data for machine learning.

                                                                                                                                                                                                                              label-studioby heartexlabs

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                                                                                                                                                                                                                              Label Studio is a multi-type data labeling and annotation tool with standardized output format

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                                                                                                                                                                                                                                        label-studioby heartexlabs

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                                                                                                                                                                                                                                        Label Studio is a multi-type data labeling and annotation tool with standardized output format
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                                                                                                                                                                                                                                                  VoTTby microsoft

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                                                                                                                                                                                                                                                  Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.

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                                                                                                                                                                                                                                                            VoTTby microsoft

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                                                                                                                                                                                                                                                            Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.
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                                                                                                                                                                                                                                                                      universal-data-toolby UniversalDataTool

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                                                                                                                                                                                                                                                                      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

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                                                                                                                                                                                                                                                                                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

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                                                                                                                                                                                                                                                                                          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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                                                                                                                                                                                                                                                                                                              labelboxby Labelbox

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                                                                                                                                                                                                                                                                                                              Labelbox is the fastest way to annotate data to build and ship computer vision applications.

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                                                                                                                                                                                                                                                                                                                        labelboxby Labelbox

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                                                                                                                                                                                                                                                                                                                        Labelbox is the fastest way to annotate data to build and ship computer vision applications.
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                                                                                                                                                                                                                                                                                                                                  ml-annotateby planbrothers

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                                                                                                                                                                                                                                                                                                                                  Use ML-Annotate to label data for machine learning purposes

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                                                                                                                                                                                                                                                                                                                                            ml-annotateby planbrothers

                                                                                                                                                                                                                                                                                                                                            Python doticon star image 79 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                            Use ML-Annotate to label data for machine learning purposes
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                                                                                                                                                                                                                                                                                                                                                      supervising-uiby USCDataScience

                                                                                                                                                                                                                                                                                                                                                      Python doticonstar image 72 doticonVersion:Currentdoticon
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                                                                                                                                                                                                                                                                                                                                                      Web UI for labelling dataset for supervised learning.

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                                                                                                                                                                                                                                                                                                                                                                supervising-uiby USCDataScience

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                                                                                                                                                                                                                                                                                                                                                                Web UI for labelling dataset for supervised learning.
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                                                                                                                                                                                                                                                                                                                                                                          Auto ML

                                                                                                                                                                                                                                                                                                                                                                          Listed libraries can be used for auto machine learning. AutoML will pick the best machine learning algorithm based on the dataset.

                                                                                                                                                                                                                                                                                                                                                                          auto-sklearnby automl

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                                                                                                                                                                                                                                                                                                                                                                          Automated Machine Learning with scikit-learn

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                                                                                                                                                                                                                                                                                                                                                                                    auto-sklearnby automl

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                                                                                                                                                                                                                                                                                                                                                                                    Automated Machine Learning with scikit-learn
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                                                                                                                                                                                                                                                                                                                                                                                              Auto-PyTorchby automl

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                                                                                                                                                                                                                                                                                                                                                                                              Automatic architecture search and hyperparameter optimization for PyTorch

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                                                                                                                                                                                                                                                                                                                                                                                                        Auto-PyTorchby automl

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                                                                                                                                                                                                                                                                                                                                                                                                        Automatic architecture search and hyperparameter optimization for PyTorch
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                                                                                                                                                                                                                                                                                                                                                                                                                  pycaretby pycaret

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

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                                                                                                                                                                                                                                                                                                                                                                                                                            pycaretby pycaret

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

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                                                                                                                                                                                                                                                                                                                                                                                                                                      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

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                                                                                                                                                                                                                                                                                                                                                                                                                                                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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                                                                                                                                                                                                                                                                                                                                                                                                                                                          tpotby EpistasisLab

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                                                                                                                                                                                                                                                                                                                                                                                                                                                          A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                    tpotby EpistasisLab

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Python doticon star image 8988 doticonVersion:v0.11.7doticon License: Weak Copyleft (LGPL-3.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Kit Solution Source

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              automl-starterby kandikits

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

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              This repo helps beginners and citizen data scientists to build machine learning models

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        automl-starterby kandikits

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

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        This repo helps beginners and citizen data scientists to build machine learning models
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Deployment Information

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  The given source is the demonstration of AutoML with one of the open source library.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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/kandikits/automl-starter 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

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Sustainability Hackathon RapidHack initiative in partnership with VIT Chennai and IAEMP

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Special Thanks to our organizers, Dr.S.Angalaeswari & Dr.K.Jamuna, VIT-IAEMP Coordinators, Vellore Institute of Technology, Chennai. Dr.B.Somasundaram, Vice-President, IAEMP Ms.Sahaana .V, Executive Council Member,IAEMP Coimbatore Chapter. Mr.Gokul Ganesan, Executive Council Member, IAEMP Coimbatore Chapter.