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semidefinite Singular Value Decomposition (SVD) Another way to factorize a matrix is to decompose it into singular vectors and singular values. If it does the same thing as eigen-decomposition, why does it exist? Sometimes eigen-decomposition doesn’t work. SVD works for any real matrix. The same