Hand-written lecture notes:
Part 1 (conditional expectations, discrete-time martingales)
Part 2 (stochastic processes, Brownian motion, Markov chains)
These notes are mainly based on Le Gall's notes and Klenke's book. Thanks to Martin Slowik for useful discussions.
Exercises:
The official website for this course is here.