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If you are doing matrix-based or array ... large objects like that in NumPy take up around one-fourth of the memory required if they were expressed in conventional Python. Note that it helps ...
As an example, here's how to apply SVD to a user-item rating matrix in both languages: first create a user-item rating matrix, then apply SVD with k=2. Finally, in Python store the result in U ...