T. Hastie, R. Tibshirani, and J.H. Friedman, The Elements of Statistical Learning, (2nd), Springer, 2009. 9780387848570. (Not Required). Available for download with corrections in the 5th printing with course resources at:
http://www-stat.stanford.edu/~tibs/ElemStatLearn/