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2 years ago in Artificial Intelligence By Nisha Ali

Did AlphaGo surpass humans because it had perfect target labels?

Was AlphaGo's superiority achieved through its reinforcement learning from self-play, rather than learning from perfect examples?

ArtificialIntelligence AlphaGo

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By Fathima M Answered 10 months ago

No. The key was not perfect labels but self-play. AlphaGo generated its own superior training data by playing millions of games against itself, discovering novel strategies beyond human knowledge. It used Monte Carlo Tree Search to evaluate positions, not a simple labeled dataset.

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