Man that video at the bottom is great. I just finished up research on an image classification task in medical imaging and that tool would have helped out a lot in debugging and interpreting results - especially when you're working on image datasets of objects which you aren't very used to (like medical datasets where different tissue textures are important and only medical experts can distinguish between them).
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