Good course content, EXTREMELY hard assignments and midterm. You get a week for the midterm and it will take you, without a doubt, 20-30 hours to complete.

Stat learning methods in R such as ridge, lasso, bootstrap, pca, SVM, trees

Very good lecturer

I wish I had known how time consuming the class would be, so I wouldn't take it as an elective