Construction and sample path properties of Brownian motion. Strong Markov property. Martingales in Brownian motion. Long term behaviour. Skorokhod embedding and Donsker’s theorem.
Continuous time martingales, quadratic variation. Stochastic integration with respect to continuous semi-martingales. Ito’s formula. Introduction to diffusions.