Stochastic Differential Equations: An Introduction with Applications book link.
- Chapter 1: Introduction (skipped)
- Chapter 2: Some Mathematical Preliminaries
- Chapter 3: Itô Integrals
- Chapter 4: The Itô Formula and the Martingale Representation Theorem