Stanford has posted videos to its machine learning class, taught by Andrew Ng. It's a very good class. Unfortunately, the videos don't have an index so it's difficult to determine what each lecture is about.
As I watch these videos, I started indexing the contents here:
http://spreadsheets.google.com/pub?key=t-Noh8oUPc_yHGOBvAJldbQ&output=html
If you want to contribute, you can edit this spreadsheet:
http://spreadsheets.google.com/ccc?key=t-Noh8oUPc_yHGOBvAJldbQ&hl=en
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