This lecture covers iterative methods for solving linear systems of equations, focusing on the theory and implementation of methods such as Jacobi, Gauss-Seidel, and Successive Over-Relaxation. The instructor explains the convergence properties and practical considerations of these methods, illustrating their application through examples.