Stat 3880 - Statistical Learning

Overheads for class

The files below have most of the overheads from class. Many of them merely serve as a starting point for discussion in class. Thus, my notes are intentionally incomplete. Your pre-class notes will fill in some of these details.

I suggest that you print these out and bring them to class in order to facilitate note taking (NOTE: printing directly from the web browser may not work well with mathematical notation. It is better to print from a downloaded file).

Handouts for class

The files at the link below have examples and code that we will discuss in class. You should bring a copy of the files to class. They are named based on the chapter of the book. Additional chapters will be added as the semester progresses.

Handouts

Overheads from class

Overheads from chapter 2
Overheads from chapter 3-1 (Linear Regression)
Overheads from chapter 3-2
Overheads from chapter 3-3 (R)
Overheads from chapter 4-1 (Classification)
Overheads from chapter 4-2 (Logisitic Regression)
Overheads from chapter 4-3 (R - logistic 1)
Overheads from chapter 4-4 (R - logistic 2)
Overheads from chapter 4-4b (R - logistic 3)
Overheads from chapter 4-5 (LDA)
Overheads from chapter 4-5 (R - LDA 1)
Overheads from chapter 5-1 (Cross Validation)
Overheads from chapter 5-2 (R - Cost functions)
Overheads from chapter 5-3 (R - Bootstrap)
Overheads from chapter 8-1 (Classification & Regression Trees)
Overheads from chapter 8-2 (R - CART)
Overheads from chapter 6-1 (Model Selection/Regularization)
Overheads from chapter 6 (R - PCA & PCR)