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I think probabilistic learning (or machine learning) should have its own section. Recommder systems, sentiment analysis, and graphical models do not really fall into the traditional understanding of AI. It is more stats than CS and logic.

I agree. I'll split it out into its own section.

Mitchell's ML book is showing its age a bit now. You may want to consider adding Bishop's _Pattern Recognition and Machine Learning_: http://research.microsoft.com/en-us/um/people/cmbishop/prml/

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