1) CMU graduate-level machine learning class: http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml
2) Mathematicalmonk's machine learning lectures: http://www.youtube.com/user/mathematicalmonk?blend=7&ob=...
The instructor in that course is Tom Mitchel. He wrote one of the most used texts on ML (Machine Learning, Tom Mitchell, McGraw Hill, 1997.)
1) CMU graduate-level machine learning class: http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml
2) Mathematicalmonk's machine learning lectures: http://www.youtube.com/user/mathematicalmonk?blend=7&ob=...