Week 04: Non-Linear Models

Tuesday

PPT: Regression Splines

PPT: Smoothing Splines

Lab: Splines

IL01 Solution

Happy Valentine's Day!
A Statistically Significant Love Song!

Complete before next class

ISLR Chapter 7.5 Smoothing Splines

ISLR Chapter 7.6 Local Regression

ISLR Chapter 7.7 GAM

Local Regression and GAM (10:45)

Lab: Splines and Generalized Additive Models (12:15) 

Thursday

PPT: Local Regression

PPT: GAM

Lab: Natural Splines, Local Regression, GAM

TP1 Presentation: Team 02 & Team 13

Complete before next class

ISLR Chapter 8.1 The Basics of Decision Trees

Tree-Based Methods (14:37)

Tree-Based Predictions (11:45)