In this note we give a convergence proof for the algorithm (also covered in lecture). Frank Rosenblatt invented the Perceptron algorithm in 1957 as part of an early attempt to build “brain models” – artificial neural networks. See this paper for additional ideas, including the kernel trick and the voted-perceptron algorithm. on it’s own. On the tth round, an online algorithm receives an instance xt, computes the inner-products st = P i
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