The main textbook of the course is
Simo Särkkä and Arno Solin (2019). Applied Stochastic Differential Equations. Cambridge University Press.
The book can be found in this link:
The examples codes of the book can be found here:
Lecture Slides can also be found down below as well as the YouTube videos and the quizzes.