Stochastic Differential Equations
Probability spaces, random variables and stochastic processes. Brownian motion. Itō calculus. Martingales. Stochastic differential equations: examples and basic properties. Diffusions. Markov property. Generator. Numerical methods.
Reference:
Bernt Oksendal, Stochastic differential equations: an introduction with applications, Springer, 2013.