🎓 Student Dropout Risk Prediction

🌐 Live Demo: https://student-dropout-risk-prediction-aohbcmk3ka9mjbjkbl9y9f.streamlit.app/

✨ Features

• Predicts student dropout risk
• Random Forest Classifier
• Scikit-learn Pipeline
• Automatic preprocessing
• Interactive Streamlit interface
• Confidence score for predictions
• Professional deployment

🛠️ Tech Stack

• Python
• Pandas
• NumPy
• Scikit-learn
• Streamlit
• Joblib

🚀 Future Improvements

• Feature importance visualization
• Model comparison
• Explainable AI (SHAP)
• Better analytics dashboard
• Docker support

📸 Application Screenshots

Home Page

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Prediction Result

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About the Model