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MNIST: Train a DNN

(Training will download a ~100MB file.)
(This only uses the first 50,000 images in MNIST, due to the GitHub file size limit.)
(To train on all 60,000 images, run this locally and unzip mnist_train.zip which contains the full dataset.)