Analysis of both performance and numerical issues related to solution of sparse problems using computers such as Gaussian elimination, forward and backward sweep, pivoting, sparse Gaussian elimination , singular value decomposition and linear least squares, iterative solution of linear systems (Relaxation methods and Krylov Subspace Methods), preconditioning, solution of eigenvalue problems.