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the function np.linalg.svd() gives a one-dimensional array containing the singular values. You want a matrix with the same shape as A: a 3 by 2 matrix to go from 2D to 3D. This matrix contains the singular values as the diagonal, the other values are zero. Let’s create this matrix: