AI & MACHINE LEARNING
Student Performance Predictor
Analyse student data and build a model that predicts performance risk for academic support scenarios.
LevelCollege / Intermediate
Duration4 Weeks
Components₹500–₹2,000 CodingMedium
Project overview
Analyse student data and build a model that predicts performance risk for academic support scenarios.
Analyse student data and build a model that predicts performance risk for academic support scenarios.
Components / materials required
✓Laptop
✓Python
✓Pandas
✓Scikit-learn
✓Synthetic/public student dataset
What the project demonstrates
✓Data cleaning
✓Feature analysis
✓Classification/regression baseline
✓Explainable metrics
Suggested build plan
01
Problem framing
Define target and ethical use.
02
EDA
Explore attendance and scores.
03
Modeling
Train baseline models.
04
Evaluation
Measure accuracy and bias risks.
Learning outcomes
✓Use Pandas for analysis
✓Build baseline ML models
✓Interpret metrics
✓Discuss responsible educational AI