Compressed Sensing

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I don’t have any time these days, so I’m just going to say that the link below is the best machine learning video that I have seen this year.

Random Kitchen Sinks: Replacing Optimization with Randomization in Learning“.

(Thanks to Ali Rahimi for giving the talk and thanks to Carl for sending me the link.)

Edit 10-29-13:

Check out Igor’s and Alex Smola posts

Random Kitchen Sinks, Fast Food and other randomized kernel evaluations” (Nuit Blanche)

Compressed Sensing: Random Features for Large-Scale Kernel Machines” (Nuit Blanche)

The Neal Kernel and Random Kitchen Sinks” (Adventures in Data Land)