This lecture covers the Gaussian elimination algorithm and LU factorization for solving linear systems of equations, explaining the steps involved in the process and the relationship between LU factorization and the original matrix. The instructor demonstrates how LU factorization can simplify the process of solving linear systems and reduce the number of operations required.