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
107 books — 113 voters
All of Statistics by Larry WassermanStatistical Inference by S.D. SilveyProbability Essentials by Jean JacodMathematical Statistics with Applications by Dennis D. Wackerly
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
1,953 books — 3,642 voters