Unlock: Ridge Regression

L2-regularized least squares: closed-form shrinkage, SVD geometry, MSE dominance over OLS, the Bayesian Gaussian-prior connection, effective degrees of freedom, kernel ridge, and the modern overparameterized regime where ridgeless OLS can still generalize.