This lecture covers the method of least squares and the concept of normal equations. It explains how to find the closest vector to a given one, seeking the solution that minimizes the error. The instructor demonstrates the process of establishing normal equations and provides examples to illustrate the concept. The lecture also discusses the finiteness of solutions and the uniqueness of solutions in the least squares sense.