This lecture covers the Conjugate Gradient method for solving linear systems, focusing on the preconditioned conjugate gradient. It explains the iterative process, starting with an initial datum and calculating residuals. The method is particularly efficient for symmetric defined matrices, providing a faster solution compared to other methods.