# Title

The singular value decomposition of a matrix is defined as

 (1)
where and are both matrices with orthonormal columns, indicates a complex-conjugate transpose, and is a diagonal matrix with singular values
along the main diagonal. Eq. (1) is just one of the many matrix decompositions that exists for matrix .

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