Next, I will touch upon the numerical difficulties encountered in connection with parallel computing. For example, it may be necessary to use less stable numerical algorithms -- compared to traditional algorithms for sequential computers -- in order to achieve optimal parallel performance.
Finally, I will illustrate the above difficulties by means of two parallel algorithms in numerical linear algebra: solution of linear systems of equations, and computation of the singular value decomposition.