These are the lecture notes for an advanced Ph.D. level course I taught in Spring '02 at the C.N. Yang Institute for Theoretical Physics at Stony Brook. The course primarily focused on an introduction to stochastic calculus and derivative pricing with various stochastic computations recast in...