Chapter 1

Regression

Build interpretable models from weighted sums, then learn where assumptions, scale, sparsity, and nonlinear outcomes complicate the story.

• 1. Linear Regression→
• 2. Sparse Models→
• 3. Logistic Regression→
• 4. Generalized Models: GLMs and GAMs→