Contains everything from chapter 2 (Math Preliminaries) to 6 (Least Squares), plus the most important stuff from chapter 7 (Gradient Methods)
I would advise you to remove the notes on Math Preliminaries and use that space for topics from the last 5 chapters as they contain proofs which are hard to remember