Digital_Learning_Education
by m2 Updated: Nov 2, 2021
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 Interactive Notebook
notebookby jupyter
Jupyter Notebook
10157
Version:v7.0.0b3
License: Permissive (BSD-3-Clause)
streamlitby streamlit
Streamlit — A faster way to build and share data apps.
streamlitby streamlit
Python
25148
Version:1.23.1
License: Permissive (Apache-2.0)
heroku-buildpack-pythonby heroku
The official Heroku buildpack for Python apps
heroku-buildpack-pythonby heroku
Ruby
951
Version:Current
License: Permissive (MIT)
Data Mining
numpy : used for computational mathematics Pandas : used for loading data and Exploratory data analysis
numpyby numpy
The fundamental package for scientific computing with Python.
numpyby numpy
Python
23692
Version:v1.25.0rc1
License: Permissive (BSD-3-Clause)
pandasby pandas-dev
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
pandasby pandas-dev
Python
38607
Version:v2.0.2
License: Permissive (BSD-3-Clause)
Data Visualization
seabornby mwaskom
Statistical data visualization in Python
seabornby mwaskom
Python
10737
Version:v0.12.2
License: Permissive (BSD-3-Clause)
matplotlibby matplotlib
matplotlib: plotting with Python
matplotlibby matplotlib
Python
17514
Version:v3.7.1
License: No License
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
Pandas integration with sklearn
sklearn-pandasby scikit-learn-contrib
Python
2717
Version:v2.2.0
License: Others (Non-SPDX)
Kit Solution Source
Digita-Learning-Educationby Tonyloyt
ML model deployment for student dropout prediction and student performance prediction
Digita-Learning-Educationby Tonyloyt
Jupyter Notebook
1
Version:Current
License: Strong Copyleft (GPL-3.0)
Deployment Information
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