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square matrix, Σ is a rectangular matrix of shape m × n, and Vᵀ is a square matrix and has shape n × n. The full SVD matrices — Image by Author The matrices U and Vᵀ have a very special property. They are unitary matrices. One of the main benefits of having unitary matrices like U and Vᵀ is that if