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student-performance-predictor

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A five-model early-warning student performance prediction pipeline built using Scikit-Learn (Logistic Regression, Decision Tree, SVM, Random Forest, and Regularized Ensembles) with TF-IDF text feature extraction. Implements leakage-proof ColumnTransformers and customized class weights to mitigate academic indicator imbalances.

jupyter-notebook python

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Name		Name	Last commit message	Last commit date
README.md		README.md
Student-Performance-Predictor.ipynb		Student-Performance-Predictor.ipynb
student performance-predictor.ipynb		student performance-predictor.ipynb
untitled0.ipynb		untitled0.ipynb

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student-performance-predictor

About

A five-model early-warning student performance prediction pipeline built using Scikit-Learn (Logistic Regression, Decision Tree, SVM, Random Forest, and Regularized Ensembles) with TF-IDF text feature extraction. Implements leakage-proof ColumnTransformers and customized class weights to mitigate academic indicator imbalances.

jupyter-notebook python

6 stars

0 watching

Report repository

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