Andrew Ng, who teaches the CS 229 Machine Learning course at Stanford, has his lecture notes online: http://cs229.stanford.edu/materials.html . I have found these useful in the past.

He also teaches the Coursera machine learning course: https://www.coursera.org/course/ml