Statistical Learning (E222)

Winter 2022

Instructor: Laurence D. Mueller

Meeting Time: Tue/Th 1-2:50, SH 351

Course Outline - download pdf

Texbook: , “An Introduction to Statistical Learning 2nd Edition”

Download at https://www.statlearning.com/

Week 1 slides and review

R-review

Linear Algebra Review

Statistics Review

Review Questions 

The Art of R Programming

Linear Algebra Notes: Michael Turelli

Lecture video 4 January 2022

Lecture video 6 January 2022

Week 2 slides and review

Chapter 2

Chapter 3

Review week 2

Week 1 review answers

Lecture video 11 January 2022

Lecture video 13 January 2022

Week 3 slides and review

Chapter 4

Review week 3

Week 2 review answers

Lecture video 18 January 2022

Lecture video 20 January 2022

Week 4 slides and review

Chapter 5

Review week 4

Week 3 review answers

Lecture video 25 January 2022

Lecture video 27 January 2022

Week 5 slides and review

Review week 5

Week 4 review answers

Chapter 6, part 1

Lecture video 1 February 2022

Lasso Examples

Lecture video 3 February 2022

Week 6 slides and review

Review week 6

Week 5 review answers

Chapter 6, part 2

Lecture video 8 February 2022

Lecture video 10 February 2022 

Week 7 slides and review

Review week 7

Week 6 review answers

Chapter 7

Lecture video 15 February 2022

Lecture video 17 February 2022

Week 8 slides and review

Review week 8

Week 7 review answers

Chapter 8

Lecture video 22 February 2022

Lecture video 24 February 2022

Week 9 slides and review

Review week 9

Week 8 review answers

Torch R scripts for chapter 10 Lab

Chapter 10

Lecture video 1 March 2022

Lecture video 3 March 2022

Week 10 Slides

Chapter 11

Lecture video 8 March 2022