Student Performance Analysis & Prediction

This project analyzes student scores using Python and applies a simple machine learning model to predict performance.

Features

• Data analysis with Pandas
• Visualization with Matplotlib
• Student ranking
• Machine learning prediction (Linear Regression)

Project Structure

data/ → dataset
src/ → python scripts
notebook/ → exploratory analysis
images/ → generated charts

Visualization

Average Score

Score Distribution

Subject Comparison

Machine Learning

Model: Linear Regression
Features: math, english, science
Target: average score

Example prediction:

Tools Used

• Python
• Pandas
• NumPy
• Matplotlib
• scikit-learn