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by m2 dot icon Updated: Nov 2, 2021

Solution Kit Solution Kit  

Development Environment

Vs code : used to write python scripts for data preprocessing and deployment jupyter notebook : used for data analysis and model training streamlit : used for model deployment and web app creation heroku : used for deployment of our web app to make it accessible globally

notebookby jupyter

Jupyter Notebook doticonstar image 10157 doticonVersion:v7.0.0b3doticon
License: Permissive (BSD-3-Clause)

Jupyter Interactive Notebook

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            notebookby jupyter

            Jupyter Notebook doticon star image 10157 doticonVersion:v7.0.0b3doticon License: Permissive (BSD-3-Clause)

            Jupyter Interactive Notebook
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                      vscodeby microsoft

                      TypeScript doticonstar image 147017 doticonVersion:1.78.2doticon
                      License: Permissive (MIT)

                      Visual Studio Code

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                                vscodeby microsoft

                                TypeScript doticon star image 147017 doticonVersion:1.78.2doticon License: Permissive (MIT)

                                Visual Studio Code
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                                          streamlitby streamlit

                                          Python doticonstar image 25148 doticonVersion:1.23.1doticon
                                          License: Permissive (Apache-2.0)

                                          Streamlit — A faster way to build and share data apps.

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                                                    streamlitby streamlit

                                                    Python doticon star image 25148 doticonVersion:1.23.1doticon License: Permissive (Apache-2.0)

                                                    Streamlit — A faster way to build and share data apps.
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                                                              heroku-buildpack-pythonby heroku

                                                              Ruby doticonstar image 951 doticonVersion:Currentdoticon
                                                              License: Permissive (MIT)

                                                              The official Heroku buildpack for Python apps

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                                                                        heroku-buildpack-pythonby heroku

                                                                        Ruby doticon star image 951 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                        The official Heroku buildpack for Python apps
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                                                                                  Data Mining

                                                                                  numpy : used for computational mathematics Pandas : used for loading data and Exploratory data analysis

                                                                                  numpyby numpy

                                                                                  Python doticonstar image 23692 doticonVersion:v1.25.0rc1doticon
                                                                                  License: Permissive (BSD-3-Clause)

                                                                                  The fundamental package for scientific computing with Python.

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                                                                                            numpyby numpy

                                                                                            Python doticon star image 23692 doticonVersion:v1.25.0rc1doticon License: Permissive (BSD-3-Clause)

                                                                                            The fundamental package for scientific computing with Python.
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                                                                                                      pandasby pandas-dev

                                                                                                      Python doticonstar image 38607 doticonVersion:v2.0.2doticon
                                                                                                      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 38607 doticonVersion:v2.0.2doticon 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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                                                                                                                          Data Visualization

                                                                                                                          seabornby mwaskom

                                                                                                                          Python doticonstar image 10737 doticonVersion:v0.12.2doticon
                                                                                                                          License: Permissive (BSD-3-Clause)

                                                                                                                          Statistical data visualization in Python

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                                                                                                                                    seabornby mwaskom

                                                                                                                                    Python doticon star image 10737 doticonVersion:v0.12.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                                    Statistical data visualization in Python
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                                                                                                                                              matplotlibby matplotlib

                                                                                                                                              Python doticonstar image 17514 doticonVersion:v3.7.1doticon
                                                                                                                                              no licences License: No License (null)

                                                                                                                                              matplotlib: plotting with Python

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                                                                                                                                                        matplotlibby matplotlib

                                                                                                                                                        Python doticon star image 17514 doticonVersion:v3.7.1doticonno licences License: No License

                                                                                                                                                        matplotlib: plotting with Python
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                                                                                                                                                                  Pillowby python-pillow

                                                                                                                                                                  Python doticonstar image 10876 doticonVersion:9.5.0doticon
                                                                                                                                                                  License: Others (Non-SPDX)

                                                                                                                                                                  Python Imaging Library (Fork)

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                                                                                                                                                                            Pillowby python-pillow

                                                                                                                                                                            Python doticon star image 10876 doticonVersion:9.5.0doticon License: Others (Non-SPDX)

                                                                                                                                                                            Python Imaging Library (Fork)
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                                                                                                                                                                                      Machine Learning

                                                                                                                                                                                      Sklearn : used for training our ML models and evaluation joblib : used to store and load our ML model

                                                                                                                                                                                      sklearn-pandasby scikit-learn-contrib

                                                                                                                                                                                      Python doticonstar image 2717 doticonVersion:v2.2.0doticon
                                                                                                                                                                                      License: Others (Non-SPDX)

                                                                                                                                                                                      Pandas integration with sklearn

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                                                                                                                                                                                                sklearn-pandasby scikit-learn-contrib

                                                                                                                                                                                                Python doticon star image 2717 doticonVersion:v2.2.0doticon License: Others (Non-SPDX)

                                                                                                                                                                                                Pandas integration with sklearn
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                                                                                                                                                                                                          joblibby joblib

                                                                                                                                                                                                          Python doticonstar image 3278 doticonVersion:Currentdoticon
                                                                                                                                                                                                          License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                          Computing with Python functions.

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                                                                                                                                                                                                                    joblibby joblib

                                                                                                                                                                                                                    Python doticon star image 3278 doticonVersion:Currentdoticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                    Computing with Python functions.
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                                                                                                                                                                                                                              Kit Solution Source

                                                                                                                                                                                                                              Digita-Learning-Educationby Tonyloyt

                                                                                                                                                                                                                              Jupyter Notebook doticonstar image 1 doticonVersion:Currentdoticon
                                                                                                                                                                                                                              License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                              ML model deployment for student dropout prediction and student performance prediction

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                                                                                                                                                                                                                                        Digita-Learning-Educationby Tonyloyt

                                                                                                                                                                                                                                        Jupyter Notebook doticon star image 1 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                        ML model deployment for student dropout prediction and student performance prediction
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                                                                                                                                                                                                                                                  Deployment Information

                                                                                                                                                                                                                                                  Our solution and all dependent assets are available inthe repository below. Digita-Learning-Education

                                                                                                                                                                                                                                                  Kit deployment instruction: The entire solution is available as a package and you can access by using the link below https://avengers-digital-learning-educ.herokuapp.com/ Also you can download and run it by installing the required libraries and all dependeces

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