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🎯 ML-Student-Score-Prediction

Predict student scores based on hours studied using Linear Regression

Python ML Matplotlib Author


πŸ”₯ Tagline

"Turn study hours into score predictions with ML magic!" ✨


πŸ“ Project Description

This is a Machine Learning (Linear Regression) project that predicts a student's score based on their study hours.
It demonstrates a complete workflow including:

  • βœ… Data preparation & visualization
  • βœ… Linear Regression model training
  • βœ… Predictions & error evaluation
  • βœ… Generating high-quality visual assets for GitHub portfolio

Perfect for hackathons, ML portfolios, or learning projects.


πŸ“Š Demo Visuals

1️⃣ Prediction Graph

Score Prediction Graph

2️⃣ Dataset Preview

Dataset Preview

3️⃣ Terminal Output

Terminal Output


πŸŽ₯ Project Demo Video

Project Demo Video

Watch the full workflow: from dataset to predictions to visual outputs πŸš€


🌐 Live Interactive Demo

Live Streamlit Demo

Click to try the interactive version of the project and make your own predictions! 🎯


πŸ’» Tech Stack

  • Python 3.x
  • Pandas & NumPy (Data manipulation)
  • Scikit-learn (Linear Regression)
  • Matplotlib (Visualizations)
  • Streamlit (Interactive Web App)

⚑ How to Run Locally

  1. Clone the repository:
git clone https://github.com/YOUR-USERNAME/ML-Student-Score-Prediction.git
cd ML-Student-Score-Prediction

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