We have learned that every real symmetric square matrix is orthogonally diagonalizable and enjoy the spectral decomposition according to the eigenval‐ ues and eigenvectors. For general nonsymmetric or nonsquare matrices, there is no spectral decomposition anymore. However, making use of the real sym‐ metric matrix A T A, we may develop a generalized spectral theorem in this section.