Pythagorean

I agree with what's been said here:

stochastic methods (i.e. markov models)
differential equations (and the prerequisite calculus)
matlab programming (or some other common language)
information theory

and will add:

nonlinear dynamics and chaos theory (Strogatz is a good author)