Machine learning reference texts
Introductory
Introduction to
Data Mining, Pang-Ning Tan, Michael Steinbach,
and Vipin Kumar, Addison-Wesley, 2006.
An Introduction
to Statistical Learning with Applications in R, Gareth
James, Daniela Witten, Trevor Hastie, and Robert Tibshirani,
Springer, Springer, 2013.
This entire text can be
downloaded FREE.
Advanced
Machine Learning: a Probabilistic
Perspective, Kevin Murphy, MIT Press, 2012 (to be
published in August 2012).
Chapter
1 can be downloaded FREE.
The Elements of Statistical
Learning, 2nd Ed., Trevor Hastie, Robert
Tibshirani, and Jerome Friedman, Springer, 2009.
This entire text can be downloaded FREE.
Pattern Recognition and Machine
Learning, Christopher Bishop, Springer, 2006.