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Explain the principle of the stochastic gradient descent algorithm. What is the benefit of using stochastic gradient descent (instead of gradient descent)

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Explain the principle of the stochastic gradient descent algorithm. What is the benefit of using stochastic gradient descent (instead of gradient descent)

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