There are some nice online videos avail­able on var­i­ous aspects of sta­tis­tics and math­e­mat­ics that might be help­ful to stu­dents try­ing to learn about new areas.

A search on YouTube will lead to a few fairly basic videos.

• Sta­tis­tics playlists
• Math­e­mat­ics playlists

A bet­ter place to go is YouTube EDU which con­tains mate­r­ial from universities.

Some­thing sim­i­lar is offered at iTunesU

But the best stuff is on Aca­d­e­mic Earth. For example,

• Lin­ear Algebra
• Machine learn­ing
• Sta­tis­ti­cal estimation

These are all excel­lent full lec­ture courses from some of the top US uni­ver­si­ties (Berke­ley, Har­vard, MIT, Prince­ton, Stan­ford, UCLA, Yale).

If any­one knows of some other good sources, please share them in the comments.