Keywords: regularization, machine learning, overfitting, Lasso, Ridge, cross-validation, Scikit-learn. — Table of Contents I. Introduction II. Regularization explained with a simple example III. Types of regularization and their benefits IV. Practical steps to apply regularization in machine learning projects V. Conclusion Hey there! If you’ve ever been curious about machine learning and how it can make our lives easier, you’re in the right…