Ridge vs. Lasso Regression: A Clear Guide to Regularization Techniques

In the world of machine learning, linear regression is often one of the first algorithms we learn. But standard linear regression has a critical weakness: it can easily overfit to training data, especially when dealing with many features. This is where Ridge and Lasso...