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How to inference the dual form of perceptron?

The model of perceptron is a linear binary classifier, which is $f(x)=\mathbb{sign}(w^Tx+b)$. $x$ is the datapoint as $w$ as well as $b$ are the parameters. The cost function of Primal Perceptron is $...
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