What are the best books about machine learning?

There are also many good books that focus on one particular topic. For example, Sutton and Barto's Reinforcement Learning is a classic. And Yoshua Bengio's Deep Learning book (available online) is almost becoming a classic before it is published. But, you need a few of those books in order to build a somewhat comprehensive and balanced understanding of the field.