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Digital_Learning_Education

by m2 Updated: Nov 2, 2021

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 star image 9722 Version:v7.0.0a11

License: Others (Non-SPDX)

Jupyter Interactive Notebook

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notebookby jupyter

Jupyter Notebook star image 9722 Version:v7.0.0a11 License: Others (Non-SPDX)

Jupyter Interactive Notebook
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vscodeby microsoft

TypeScript star image 141943 Version:1.74.3

License: Permissive (MIT)

Visual Studio Code

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vscodeby microsoft

TypeScript star image 141943 Version:1.74.3 License: Permissive (MIT)

Visual Studio Code
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streamlitby streamlit

Python star image 22361 Version:1.16.0

License: Permissive (Apache-2.0)

Streamlit — The fastest way to build data apps in Python

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streamlitby streamlit

Python star image 22361 Version:1.16.0 License: Permissive (Apache-2.0)

Streamlit — The fastest way to build data apps in Python
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heroku-buildpack-pythonby heroku

Ruby star image 945 Version:Current

License: Permissive (MIT)

The official Heroku buildpack for Python apps.

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heroku-buildpack-pythonby heroku

Ruby star image 945 Version:Current 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 star image 22550 Version:1.24.1

License: Permissive (BSD-3-Clause)

The fundamental package for scientific computing with Python.

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numpyby numpy

Python star image 22550 Version:1.24.1 License: Permissive (BSD-3-Clause)

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

Python star image 36714 Version:1.5.2

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 star image 36714 Version:1.5.2 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 star image 10285 Version:0.12.2

License: Permissive (BSD-3-Clause)

Statistical data visualization in Python

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seabornby mwaskom

Python star image 10285 Version:0.12.2 License: Permissive (BSD-3-Clause)

Statistical data visualization in Python
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matplotlibby matplotlib

Python star image 16792 Version:3.6.2

License: No License (null)

matplotlib: plotting with Python

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matplotlibby matplotlib

Python star image 16792 Version:3.6.2 License: No License

matplotlib: plotting with Python
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Pillowby python-pillow

Python star image 10472 Version:9.4.0

License: Others (Non-SPDX)

Python Imaging Library (Fork)

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Pillowby python-pillow

Python star image 10472 Version:9.4.0 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 star image 2693 Version:2.2.0

License: Others (Non-SPDX)

Pandas integration with sklearn

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sklearn-pandasby scikit-learn-contrib

Python star image 2693 Version:2.2.0 License: Others (Non-SPDX)

Pandas integration with sklearn
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joblibby joblib

Python star image 3027 Version:1.2.0

License: Permissive (BSD-3-Clause)

Computing with Python functions.

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joblibby joblib

Python star image 3027 Version:1.2.0 License: Permissive (BSD-3-Clause)

Computing with Python functions.
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Kit Solution Source

Digita-Learning-Educationby Tonyloyt

Jupyter Notebook star image 1 Version:Current

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 star image 1 Version:Current 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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