Machine Learning, Python, Deep Learning, Data Science, Pytorch.
in batches (often with random shuffling) instead of as a single group. Note that model.parameters() is passed as an argument to optim.SGD, so that the optimizer knows which matrices should be modified during the update step. Also, we can specify a learning rate which controls the amount by which