Vaniver comments on AlphaGo versus Lee Sedol - Less Wrong
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As it turns out, we learned later that Fan Hui started working with Deepmind on AlphaGo after their match, and played a bunch of games against it as it improved. So it did have a number of AI vs. human training games.