Review of probability and random variables, conditional expectation, martingales in discrete time, stopping times, Optional stopping time theorem, stochastic processes in continuous time, Brownian motion, Ito stochastic integral, stochastic differential and Ito formula, stochastic differential equations (SDE’s). Co-requisite: MAT 670.