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gjm comments on [LINK] Deep Learning Machine Teaches Itself Chess in 72 Hours - Less Wrong Discussion
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Features and representations: agreed. (I wasn't trying to be precise.)
I assumed the same network in the first step as later, but agree that it isn't made explicit in the paper.