Pattern Recognition and Machine Learning by Christopher M. BishopThe Elements of Statistical Learning by Trevor HastieAll of Statistics by Larry WassermanArtificial Intelligence by Stuart RussellBayesian Data Analysis by Andrew Gelman
Machine Learning
103 books — 111 voters
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Probability & Statistics
28 books — 28 voters

The Feynman Lectures on Physics by Richard P. FeynmanGödel, Escher, Bach by Douglas R. Hofstadter
Best Science Books - Non-Fiction Only
1,921 books — 3,616 voters