This lecture covers the mathematical foundation of stochastic calculus, focusing on continuous, deterministic, and memoryless processes. Topics include the smooth fat A function, ordinary calculus, and updating formulas. The instructor emphasizes the importance of understanding deterministic, continuous, and memoryless processes in stochastic calculus.