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Stochastic gradient descent has Considerably higher fluctuations, which allows you to obtain the global least. It’s called “stochastic” mainly because samples are shuffled randomly, as opposed to as one group or as they appear from the training set. It seems like it might be slower, nevertheless it’s essentially quicker since it doesn’t s