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non-square matrices. Moore Penrose Pseudoinverse I have seen Moore Penrose Pseudoinverse a lot in machine learning, so I would say this one is important to understand. This is where SVD becomes useful. Let’s say you have a system: You left multiply each side by inverse of A, to get: Sometimes it’s