Seconded. It's one of the few good 'classic' AI courses with videos available to the public, though personally I prefer Patrick Winston's 6.034.
https://www.youtube.com/playlist?list=PLUl4u3cNGP63gFHB6xb-k...
https://www.youtube.com/playlist?list=PLUl4u3cNGP63gFHB6xb-k...
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