Andrew Ng's Machine Learning Lectures

I would also recommend these readings for those of you who are interested in deep learning:

http://yyue.blogspot.com/2015/01/a-brief-overview-of-deep-le...

http://www.iro.umontreal.ca/~bengioy/dlbook/