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can’t be said about eigen-decomposition. If eigen-decomposition turns into: Then SVD turns into 3 matrices: Suppose that A is an mxn matrix, then U is defined to be an mxm matrix, D to be an mxn matrix and V to be an nxn matrix. Each of these matrices are supposed have a special structure: U and V