Relationships Between OLS, Gradient Descent, L1, L2, and Elastic Net

This diagram illustrates the relationships between Ordinary Least Squares (OLS), Gradient Descent, L1 Regularization (Lasso), L2 Regularization (Ridge), and Elastic Net Regularization.