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Artificial intelligence

Learning to play Go from scratch

An artificial-intelligence program called AlphaGo Zero has mastered the game of Go without any human data or guidance. A computer scientist and two members of the American Go Association discuss the implications. See Article p.354

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Figure 1: AlphaGo versus Lee Sedol.

Lee Jin-Man/AP/Rex/Shutterstock

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References

  1. Campbell, M., Hoane, A. J. Jr, Hsu, F.-H. Artif. Intell. 134, 57–83 (2002).

    Article  Google Scholar 

  2. Silver, D. et al. Nature 529, 484–489 (2016).

    ADS  CAS  Article  Google Scholar 

  3. Tesauro, G. Commun. ACM 38 (3), 58–68 (1995).

    Article  Google Scholar 

  4. Silver, D., Sutton, R. S. & Müller, M. Mach. Learn. 87, 183–219 (2012).

    MathSciNet  Article  Google Scholar 

  5. Gelly, S. et al. Commun. ACM 55 (3), 106–113 (2012).

    Article  Google Scholar 

  6. Silver, D. et al. Nature 550, 354–359 (2017).

    ADS  CAS  Article  Google Scholar 

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Correspondence to Satinder Singh, Andy Okun or Andrew Jackson.

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Competing interests

In addition to A.J.’s responsibilities as a Director of the American Go Association, he is employed as a software engineer by Google, a company related to DeepMind through the shared parent holding company, Alphabet.

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Singh, S., Okun, A. & Jackson, A. Learning to play Go from scratch. Nature 550, 336–337 (2017). https://doi.org/10.1038/550336a

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