Svd, Dropout Regularization, Portfolio Management.
For Example matrix A maps the 3-D space to the 2-D space and matrix B is a mapping from the 3-D space to the 1-D space: Symmetric Matrices have orthogonal eigenvectors. They stretch the unit ball along their eigenvectors, by the magnitude of their eigenvalues. Eigenvectors of Non-Symmetric Matrices