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I am trying to compute the gradient of multi class hinge loss function but i am kinda confused.

First things first, I have a W matrix [10xD] (10 classes) that contains the weights.

The loss function is as follows:

enter image description here

Do you know how to compute the gradient of the loss function? Should it be a matrix containing all the partial derivatives wrt w? Thank you.

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