Useful Gradient Identities

Useful Gradient Identities #

[ \nabla (a^T x) = a ] [ \nabla (x^T A x) = (A + A^T)x ]

If A symmetric:

[ \nabla (x^T A x) = 2Ax ]

These are heavily used in optimisation.


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