Week 03: Feature Selection & Non-Linear Models

Tuesday

Chapter 6 wrap-up

PPT: Regularization - Ridge vs. Lasso 

PPT: PCR & PLS

Thursday
Lab: PCR & PLS

TP01 Presentation: Team 1 & Team 12

Complete before next class
ISLR Chapter 7.1 Polynomial Regression

ISLR Chapter 7.2 Step Functions
Polynomial Regression and Step Functions (14:59)

Piecewise Polynomial (13:13)

Lab: Polynomials (21:11)

Friday

PPT: Polynomial Regression

Lab: Polynomial

PPT: Step Function

Lab: Step Function

Complete before next class

ISLR Chapter 7.3 Basis Functions

ISLR Chapter 7.4 Regression Splines

Smoothing Splines (10:10)