The Elements of Statistical Learning, by Jerome H. Friedman, Robert Tibshirani, and Trevor Hastie. I’ve seen it referenced quite a few times and the TOC looks good.
This was one of the first books my advisor told me to read when I started my ML phd a...long time ago. The fundamentals of machine learning haven't changed and it's a great book.