I have search the web and select several books on machine learning.

• Introduction to data mining ，2010
• Machine Learning, Tom Michell, 1997.
• Data Mining, Concepts and Techniques， 2012
• Programming Collective Intelligence，2007
• Introduction to Algorithms，
  Through translated versions exist, I still decide to read the original edition. Speed will be very slow, but I am ready.

Learning Methods:

• Core: classical books, one stage one book oriented;
• Support: related websits, such as wikipedia, forum;
• Extention: papers.
  I have read an introduce about machine learning books writen by Liu Weipeng.

http://blog.csdn.net/pongba/article/details/2915005.