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In the CNN tutorial, the diagram shows a CNN with 3 convolutional and pooling layers, but the implementation has 2 convolutional and pooling layers, which may be confusing or misleading to beginners.
I'd be happy to add the 3rd layer to the implementation and make a PR.
Cheers.
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