🎓 EduInsight AI

Student Performance Prediction System using Machine Learning and Streamlit.

🚀 Features

• Predicts student final grades
• Interactive Streamlit dashboard
• Machine Learning model using Linear Regression
• Data visualization and analysis
• User-friendly interface

🛠 Technologies Used

• Python
• Pandas
• Scikit-learn
• Streamlit
• Matplotlib
• Seaborn

📊 Machine Learning

The model predicts student final grades based on:

• Study time
• Absences
• Past failures
• Previous grades (G1 & G2)

Model Accuracy:

• R² Score: 0.78

▶️ Run Project

streamlit run app.py

📚 What I Learned

• Data preprocessing
• Exploratory Data Analysis
• Linear Regression
• Model evaluation
• Streamlit app development
• Feature engineering