Deep dive into Mean Squared Error (MSE) - its mathematical foundation, implementation from scratch, comparison with other metrics like MAE and R², and practical applications.

Linear regression models relationships between variables by fitting a straight line through data. This guide covers simple and multiple regression with Python implementations, evaluation metrics, common pitfalls, and when to use linear regression as your baseline machine learning model.