Science Regularization techniques like L1 penalization can prune features to improve model simplicity. Steven HaynesApril 29, 2026May 22, 20260 Outline Introduction: The curse of dimensionality and the need for model parsimony. Key Concepts: Defining L1 (Lasso) vs. L2 (Ridge)…