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Why is Stochastic Gradient Descent often faster than Batch Gradient Descent? The key difference is simple: Batch Gradient Descent computes one update after summing over all data points. SGD removes that sigma and updates the weights using just one data point at a time. That means if you have 10,000 data points, SGD updates the weights 10,000 ...
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