Machine Learning: Tom M. Mitchell: 9780070428072: Amazon.com: Books

This book is a great starting point for machine learning. It's not directed towards application, it's more theory driven. If you're uncomfortable with symbolic logic you will struggle with this book. If you don't know symbolic logic I'd suggest a textbook in discrete mathematics before diving into this book. It would also help to know some linear algebra or set theory.