Groups
Category
Matrix factorizations rewrite a matrix into simpler building blocks (triangular or orthogonal) that make solving and analyzing linear systems much easier.
Low-rank approximation replaces a big matrix with one that has far fewer degrees of freedom while preserving most of its action.