Ooooooo, I remember random walks, bootstraps, etc.. etc... from when I was doing my statistics/actuarial sceience degree
One thing i learned the 'hard' way - all those high-level ideas (e.g., neural networking and trading) usually just end up wasting you time and money trying to understand...