The Elements of Statistical Learning: Data Mining, Inference, and Prediction
Trevor Hastie, Robert Tibshirani ,Jerome Friedman
http://www-stat.stanford.edu/~tibs/ElemStatLearn/index.html
OR
Pattern Recognition and Machine Learning. Christopher M. Bishop 2006. new book
http://research.microsoft.com/~cmbishop/PRML/index.htm