Question: Prove that the update step in the large - margin kernel perceptron, the inner part of the for - loop in the algorithm above, is

Prove that the update step in the large-margin kernel perceptron, the inner part of the for-loop in the algorithm above, is equivalent to a steepest descent mini- mization of the hinge loss on a single example with respect to a single parameter of the model.

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