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The Moore–Penrose pseudoinverse generalizes matrix inversion to rectangular or singular matrices and is denoted A⁺.
An inner product measures how much two vectors point in the same direction; in R^n it is the dot product.
A vector is an element you can add and scale, and a vector space is any collection of such elements closed under these operations.