Imagine a stock price that jitters randomly every second, or a particle bumped by invisible molecules in a fluid. These systems do not follow a smooth curve — they trace a jagged path driven by noise. This chapter shows how to model such randomness with equations, how to solve them on paper, and how to simulate them on a computer, with a focus on pricing financial contracts.