Introduction.- Random walks and Brownian motion.- Protein receptors and ion channels.- Molecular motors.- Stochastic gene expression and regulatory networks.- Diffusive transport.- Active transport.- The WKB method, path integrals, and large deviations.- Probability theory and martingales.