How do we describe the erratic, jagged path of a stock price, or the unpredictable movement of a particle in water? This chapter gives you the mathematical tools for continuous‑time randomness—Brownian motion and the calculus that handles it. These ideas power modern option pricing, risk management, and much of financial theory.