CMU 10-701 – Introduction to Machine Learning

Lecture videos: <a href="http://www.youtube.com/playlist?list=PLZSO_6-bSqHQmMKwWVvYwKreGu4b4kMU9" rel="nofollow">http://www.youtube.com/playlist?list=PLZSO_6-bSqHQmMKwWVvYwK...</a>

There are also videos and slides of the same class being taught by the chair of the machine learning department at CMU.<p><a href="http://www.cs.cmu.edu/%7Etom/10701_sp11/" rel="nofollow">http://www.cs.cmu.edu/%7Etom/10701_sp11/</a><p>Direct link to the videos is here:<p><a href="http://cc-web.isri.cmu.edu/Panopto/Pages/Sessions/List.aspx#folderID=85e1b6bf-6ac9-4a92-a0de-aaf8c2dd2418" rel="nofollow">http://cc-web.isri.cmu.edu/Panopto/Pages/Sessions/List.aspx#...</a><p>The viewer is sadly Windows-only, but you can use the RSS feed option (in the top-right) with something like gPodder to download .mp4 files directly:<p><a href="http://cc-web.isri.cmu.edu/Panopto/Podcast/Podcast.ashx?courseid=85e1b6bf-6ac9-4a92-a0de-aaf8c2dd2418&#38;type=mp4" rel="nofollow">http://cc-web.isri.cmu.edu/Panopto/Podcast/Podcast.ashx?cour...</a>

Try 10601 if you want something with a little less theory - <a href="http://www.cs.cmu.edu/~roni/10601/" rel="nofollow">http://www.cs.cmu.edu/~roni/10601/</a> . Lecture videos are only available for students though.