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Re:Research Blog: Machine Learning Book for Students and Res... by exg on Wednesday August 22, 2012 @01:43PM (#4418554)
The Elements of Statistical Learning, by T. Hastie, R. Tibshirani and J. Friedman [1] is also a very good one. Plus, the book is freely available on the authors' website.

[1] http://www-stat.stanford.edu/~tibs/ElemStatLearn/

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