Data Science, Machine Learning, Svd, Data Reduction, Mathematics.
every complex-valued matrix A: (The Full Version of SVD) where U and V are unitary matrices with orthonormal columns, and Σ is a matrix with real, non-negative entries on the diagonal and zeros off the diagonal. The columns of U are called left singular vectors of matrix A and the columns of V are