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AlphaGo was trained on high-level human games, so had those biases. AlphaZero was only given the rules and trained from self-play, so didn't have any human bias
by karmakaze 4y ago
AlphaGo was trained on high-level human games, so had those biases. AlphaZero was only given the rules and trained from self-play, so didn't have any human biases in evaluating outcomes and outplays humans by a larger margin than AlphaGo.
We can't effectively/safely do that in other fields due to the time and danger to train by letting the machine make an (initially random) decision, record the outcome, repeat. I suppose we have to do the painstaking work of unbiasing like is done for important surveys but isn't easily done on the scale of training sets.
- pxue 4y agoYeah this seems impossible to me. If you use ANY human input to unbais some bias.. it is just pushing down the bais chain. Is coding up a "Spock" like logic AI a good way to unbias all future AIs?