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Some of the prominent achievements in deep learning, like AlphaGo, used manually specified features.
by foobarqux 10y ago
Some of the prominent achievements in deep learning, like AlphaGo, used manually specified features.
- Kip9000 10y agoHave you got a reference?
- daveguy 10y agoHow about the AlphaGo paper itself: https://www.google.com/url?sa=t&source=web&rct=j&url=https://gogameguru.com/i/2016/03/deepmind-mastering-go.pdf&ved=0ahUKEwi-vITixJHNAhUJ4CYKHaXlAXcQFggbMAA&usg=AFQjCNHCNQ6W-K5UQUYhLCnJ77eZBi8q6Q&sig2=64MtrUT5y7ZtQULPn9yQCQ https://www.google.com/url?sa=t&source=web&rct=j&url=https:/... Bottom of page 23 and appendix tables around page 31 and 32. Edit: The stated big "next attempts" for them will be to learn these of features via an algorithm rather than handcoded. And to learn based on self play rather than a database of master games.