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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It’s getting perilously close to the time when I’m going to have to work hard not to make myself obnoxious by saying “I told you so years ago, the only interesting thing DL does is texture recognition”
Whoa! I just now got curious and checked how many game AG0 played. Only 4.9 million! Without the vast expense of backprop, it seems feasible to test a dumb algorithm with realistic hardware. Restraining myself from starting to code this!
That does sound like a great experiment! Someone at @DeepMindAI should give it a try.
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