Predict Student Grade Point Averages
About
Built a machine learning pipeline to predict student GPA using Linear Regression, Random Forest, and KNN. Transformed raw features into accurate predictions via data prep, model training, and MSE evaluation.
Key Insights
- Baseline: Linear model(MSE:
1.25)* - Best Performer: Random Forest captured non-linear trends*
- Interactive: Download dataset -> run notebook -> see predictions*
Tech Stack
- Python
- Scikit-learn
- Pandas
- Jupyter
- Google Colab
- Numpy
- Matplotlib
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