This lecture delves into the fundamentals of probability theory, focusing on Gaussian distributions, moments, and variance calculations. The instructor discusses the moment-generating function, tail probabilities, and the concept of sub-Gaussianity, providing insights into the mathematical properties of Gaussian random variables.