http://www.twocrows.com/ — On this site, you will find the free tutorial, Introduction to Data Mining and Knowledge Discovery, and other useful information about data mining.
Stanford StatLearning: Statistical Learning - This is an introductory-level course in supervised learning, with a focus on regression and classification methods with Trevor Hastie and Rob Tibshirani