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Houshalter comments on AlphaGo versus Lee Sedol - Less Wrong Discussion
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One difference is that you can't get feedback as fast when dealing with human judgement rather than win/lose in a game (where AlphaGo can play millions of games against itself).
Yes it would require a lot of human input.
However the AI could learn to predict what humans like, and then use that as it's judge. Trying to produce songs that it predicts humans will like. Then when it tests it on actual humans, it can see if it's predictions were right and improve them.
This is also a domain with vast amounts of unsupervised data available. We've created millions of songs, which it can learn from. Out of the space of all possible sounds, we've decided that this tiny subset is pleasing to listen to. There's a lot of information in that.