Best intro to ML books?

I'm a second year CS student and I want to dive into ML as early as possible. I have some of the theory based math done, including: LA I & II, Calc I & II, Multi. Calc I, Stats & Prob Theory and Discrete Math.

I love learning from books, are they any books that are highly recommended for a (somewhat) beginner in ML? Thank you.