Video lectures and lecture notes will be main curriculum.
These are based on the following books:
Main: "?ksendal: Stochastic differential equations - An introduction with applications"
Supplementary literature: "Varadhan: Probability theory" (Courant lecture series)
and
"Karatzas, Shreve: Brownian motion and Stochastic calculus" .