[xksteven]

SVMs are solved via convex optimization methods which have taken more time to get on the GPU train.

On the other hand there are GPU accelerated SVM training such as: https://github.com/Xtra-Computing/thundersvm

A github or Google search will reveal other GPU accelerated SVM training.

[knuthsat]

SVMs can also be trained using gradient descent.