Optim-wip: Add Activation Atlas setup tutorial & supporting code #749
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* Some minor changes that I forget when I pulled from the optim-wip master branch.
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Refer to #729 and #579 for more details.
This PR adds the setup tutorial notebook for creating activation atlases using user supplied image datasets. It also adds the required relaxed max pooling layer used to collect sample attributions.