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Khan Academy has actually covered everything I've gone through in my statistics class and linear algebra classes, so I'll recommend that as I'm going two semesters with AIMA the upcoming year.

These lectures on linear algebra by Prof. Gilbert Strang are an excellent resource: http://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-...

Absolutely some of the best lectures I've ever seen, on the internet or otherwise. Can't recommend Prof. Strang enough.

Any recommendations for a probability course materials comparable in quality to Strang's?

can someone shortlist topics within linear algebra, probability and statistics that are more important for this AI call ? (Strang's class has 34 lectures and numerous topics in khan academy too)