Real-Time Linear Regression: Advertising vs. Sales

This project demonstrates a linear regression model trained using gradient descent. The app shows both static training on a complete dataset and a real-time simulation where the model is updated incrementally as new data arrives.

Features

• Realistic Data Simulation: Advertising budget vs. sales.
• Custom Gradient Descent: Includes normalization, optional momentum, and incremental (online) training.
• Interactive Visualization: View the regression line, cost evolution, and model parameter updates in real time.
• Educational Content: Learn how linear regression is applied in real-world scenarios.

Setup Instructions

1. Clone the repository.
2. Install dependencies:

   pip install -r requirements.txt