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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
streamlitby streamlit
Python 22361 Version:1.16.0
streamlitby streamlit
Python 22361 Version:1.16.0 License: Permissive (Apache-2.0)
heroku-buildpack-pythonby heroku
Ruby 945 Version:Current
heroku-buildpack-pythonby heroku
Ruby 945 Version:Current License: Permissive (MIT)
Data Mining
numpy : used for computational mathematics Pandas : used for loading data and Exploratory data analysis
numpyby numpy
Python 22550 Version:1.24.1
numpyby numpy
Python 22550 Version:1.24.1 License: Permissive (BSD-3-Clause)
pandasby pandas-dev
Python 36714 Version:1.5.2
pandasby pandas-dev
Python 36714 Version:1.5.2 License: Permissive (BSD-3-Clause)
Data Visualization
seabornby mwaskom
Python 10285 Version:0.12.2
seabornby mwaskom
Python 10285 Version:0.12.2 License: Permissive (BSD-3-Clause)
matplotlibby matplotlib
Python 16792 Version:3.6.2
matplotlibby matplotlib
Python 16792 Version:3.6.2 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
Python 2693 Version:2.2.0
sklearn-pandasby scikit-learn-contrib
Python 2693 Version:2.2.0 License: Others (Non-SPDX)
Kit Solution Source
Digita-Learning-Educationby Tonyloyt
Jupyter Notebook 1 Version:Current
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
Open Weaver – Develop Applications Faster with Open Source