Artificial Intelligence, Machine Learning, Data Science, Mathematics, Python.
you would never compute the SVD by doing the eigendecomposition of the correlation matrices. The correlation matrices can get quite large, particularly U, and so it takes a lot of computation to derive them. A popular method for computing the SVD is known as QR factorization, which is what NumPy