Regularization and Model Selection: Explicit, Implicit, and Cross-Validated
Chapter 9 presents three controls on generalization: explicit complexity penalties, optimizer-induced implicit regularization, and model selection on data excluded from training. MAP estimation then connects a Gaussian prior to an L2 penalty.