Victor Lavrenko's Machine Learning Lectures

Dozens of playlists consisting of multiple ~5-10 minute videos on many different subjects within machine learning, from basic clustering, regression, and probability algorithms to neural networks, information retrieval, search engines, and text analysis by Victor Lavrenko of the University of Edinburgh.