Introduction to Stochastic Calculus
Published on: 2025-07-15 01:40:03
A beginner-friendly introduction to stochastic calculus, focusing on intuition and calculus-based derivations instead of heavy probability theory formalism.
Introduction to Stochastic Calculus
Introduction to Stochastic Calculus
Notation and code for generating visuals are presented in the Appendix.
0. Introduction
This document is a brief introduction to stochastic calculus. Like, an actual introduction. Not the textbook “introductions” which immediately blast you with graduate-level probability theory axioms and definitions.
The goal of this blog post is more to focus on the physical intuition and derivation of Brownian motion, which is the foundation of stochastic calculus. I will avoid very technical formalisms such as probability spaces, measure theory, filtrations, etc. in favor of a more informal approach by considering only well-behaved cases. I also try to avoid introducing too many new concepts and vocabulary.
I hope that a wider audience can feel inspired as to how st
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