This lecture covers the LU decomposition algorithm, which involves transforming a matrix A into the product of a lower triangular matrix L and an upper triangular matrix U. The process includes performing elementary row operations to obtain the echelon form of A and then applying these operations to the columns of the identity matrix. Several examples are provided to illustrate the steps of the algorithm.