Deep networks probably mostly just memorize and regurgitate their training data. This seems likely all that AlphaGo Zero does, for instance.
Relevant post from @nostalgebraist
@xuenay
http://ift.tt/2t36Ix2 pic.twitter.com/UCaeQaoT3S
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In short, I think what we’ve learned from DL image classification is that texture and local features are much more powerful than expected, but unlike biological vision, they are highly brittle (do not degrade gracefully).
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