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The Pegasos Algorithm
Pegasos is an acronym for Primal Estimated sub-GrAdient Solver. This algorithm is used to solve optimization problems in Support Vector Machines (SVMs). It uses a form of stochastic gradient descent. The number of iterations required is determined by the accuracy we want, not the size of the dataset. In SVMs we are trying to find…