This lecture covers direct methods for solving linear systems of equations, focusing on the Gauss elimination method and LU decomposition. It explains the process of forward and back substitution, as well as the importance of pivoting in reducing errors. The Cholesky decomposition method is also introduced, providing insights into efficient solutions for symmetric positive definite matrices.