This video is especially good. (I've had some problems with the video in the past--but today it was available and I was able to view all 50 mins of it with Linux/Flash media player.)
But first, you might be interested in viewing this set of 4 videos by Ulrike von Luxburg. They provide an introduction both for the concepts and the terminology.
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