Ask HN: Stanford AI class pre-requisites

Any of you guys can suggest a little bit of tutorials or learning-sources for the class www.ai-class.com ? I am afraid that I might be wasting time when I cannot catch up the lectures. Thanks.

p.s. I don't have CS background.