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Presently the CNN chapter nearly omits an explanation what convolutional layers are. A link to this article would neatly fill the gap: https://towardsdatascience.com/applied-deep-learning-part-4-convolutional-neural-networks-584bc134c1e2
The article also introduces the concept of data augmentation, which is missing in the Gluon docs at the moment.
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