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#AI Model predict G1, G2, G3 math scores base on academic feature

#The project is still in develop

  • Progam's features:

    • Machine learning model use XGBoost Model to predict
    • Filtering importance feature to increase model's efficiency
    • Model and features was saved as ".pkl" file
    • Visualization Importance Score Plot
  • Project Structure:

    • D:. ª structure.txt
    • +---Math_Score_Predict
    • ª ª Math_G1_Score_Predict.py
    • ª ª Math_G2_Score_Predict.py
    • ª ª Math_G3_Score_Predict.py
    • ª ª Model_XGBoost_Selected_Predict_G1.pkl
    • ª ª Model_XGBoost_Selected_Predict_G2.pkl
    • ª ª Model_XGBoost_Selected_Predict_G3.pkl
    • ª ª selected_features_predict_g1.pkl
    • ª ª selected_features_predict_g2.pkl
    • ª ª selected_features_predict_g3.pkl
    • ª ª
    • ª +---pycache
    • +---student
    •       student-mat.csv
            student-merge.R
            student-por.csv
            student.txt
      

How to use:

  1. Clone repo:

    git clone https://github.com/triai/student-g3-predictor.git
    
  2. Install library

    pip install -r requirements.txt

  3. Run predict script

    python Predict_G3.py

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An AI model predict G3 scores base on academic features

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