Dec 29, 2016

I didn't expect to see Hopcroft/Kannan in that list. I used it in a course taught by Kannan and back then it was called "Computer Science Theory for the Information Age". Apparently the book is now called "Foundations of Data Science". I always thought the old naming was terrible but compared to the new title it actually describes the content a lot better since the book is mainly about CS theory and mathematical foundations for them. It was one of my favorite courses but I would not classify it as ML book.

[1]https://www.cs.cmu.edu/~venkatg/teaching/CStheory-infoage/

[2]https://www.cs.cornell.edu/jeh/book2016June9.pdf