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Textbook

G James, D Witten, T Hastie, and R Tibshirani.

An Introduction to Statistical Learning with Applications in R. Springer, Springer Series in Statistics, 2009.

Downloadable at http://www-bcf.usc.edu/~gareth/ISL/