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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