This lecture covers the Cholesky factorization method for symmetric positive definite matrices, explaining the theory behind it and the algorithm to compute it efficiently. The Cholesky factorization is a crucial tool in numerical linear algebra, providing a unique decomposition of a matrix into a product of a lower triangular matrix and its transpose.