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Online videos of talks or lectures about Machine Learning related topics

PASCAL videos

Reinforcement Learning in Artificial Intelligence: Learning, Planning and Knowledge Representation, Satinder Singh

Hierarchical Dirichlet Processes, Mike Jordan

Feature Selection Through Lasso, Bin Yu

Winning the DARPA Grand Challenge, Sebastian Thrun

Human Computation, Luis von Anh

The first class(ification)-oriented representational formalism, Lev Goldfab

Using Statistics to Search and Annotate Pictures, Nuno Vasconcelos

Sparse and large-scale learning with heterogeneous data, Gert Lanckriet