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Machine learning algorithms build a model of the training data. The term "machine learning" is vaguely defined; it includes what is also called statistical learning, reinforcement learning, unsupervised learning, etc. ALWAYS ADD A MORE SPECIFIC TAG.
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Problems, which are difficult for SGD
I am doing some research on problems, for which the stochastic gradient descent doesn't perform well. Often SGD is mentioned as the best method for the training of neural networks. However, I've also …