- As an introductory book, Programming Collective Intelligence: Building Smart Web 2.0 Applications: Toby Segaran: 9780596529321: Amazon.com: Books is really good.
- Machine Learning: Tom M. Mitchell: 9780070428072: Amazon.com: Books is a bit outdated but still the most authoratative book on Machine Learning.
- Part V of Artificial Intelligence: A Modern Approach is all about Machine Learning. It's the most authoritative book on Artificial Intelligence.
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