I remember reading through Eliezer's explanation of the Bayesian theorem just so I could be in the cool club: http://yudkowsky.net/rational/bayes

Turned out the cool club was just in my head.

But, my god. I think I'm going to need a month-long refresher to actually read through this.

Thanks for the link. Bookmarked.