David Silver (computer scientist) explained

Fields:Artificial intelligence
Machine learning
Reinforcement learning
Planning
Computer Games
Workplaces:Google Deepmind
University College London
Elixir Studios
Alma Mater:University of Cambridge (BA)
University of Alberta (PhD)
Thesis Title:Reinforcement learning and simulation-based search in computer Go
Thesis Url:https://dx.doi.org/10.7939/R39D8T
Thesis Year:2009
Doctoral Advisors:)-->
Known For:AlphaGo
AlphaZero
AlphaStar
Awards:Royal Society University Research Fellowship (2011)
ACM Prize in Computing (2019)
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Partners:)-->

David Silver (born 1976) is a principal research scientist at Google DeepMind and a professor at University College London. He has led research on reinforcement learning with AlphaGo, AlphaZero and co-lead on AlphaStar.

Education

He studied at Christ's College, Cambridge,[1] graduating in 1997 with the Addison-Wesley award, and having befriended Demis Hassabis whilst at Cambridge.[2] Silver returned to academia in 2004 at the University of Alberta to study for a PhD on reinforcement learning, where he co-introduced the algorithms used in the first master-level 9×9 Go programs and graduated in 2009.[3] [4] His version of program MoGo (co-authored with Sylvain Gelly) was one of the strongest Go programs as of 2009.[5]

Career and research

After graduating from university, Silver co-founded the video games company Elixir Studios, where he was CTO and lead programmer, receiving several awards for technology and innovation.[6]

Silver was awarded a Royal Society University Research Fellowship in 2011, and subsequently became a lecturer at University College London.[7] His lectures on Reinforcement Learning are available on YouTube.[8] Silver consulted for Google DeepMind from its inception, joining full-time in 2013.

His recent work has focused on combining reinforcement learning with deep learning, including a program that learns to play Atari games directly from pixels. Silver led the AlphaGo project, culminating in the first program to defeat a top professional player in the full-size game of Go. AlphaGo subsequently received an honorary 9 Dan Professional Certification; and won the Cannes Lion award for innovation.[9] He then led development of AlphaZero, which used the same AI to learn to play Go from scratch (learning only by playing itself and not from human games) before learning to play chess and shogi in the same way, to higher levels than any other computer program.

Silver is among the most published members of staff at Google DeepMind, with over 170,000 citations and has an h-index of 86 according to Google scholar.

Awards and honours

Silver was awarded the 2019 ACM Prize in Computing for breakthrough advances in computer game-playing.[10]

In 2021, Silver was elected Fellow of the Royal Society (FRS) for his contributions to Deep Q-Networks and AlphaGo.[11] He was elected a Fellow of the Association for the Advancement of Artificial Intelligence in 2022.[12]

Notes and References

  1. The Cambridge University List of Members up to 31 July 1998
  2. Web site: Shead. Sam. David Silver: The unsung hero and intellectual powerhouse at Google DeepMind. 2020-09-26. businessinsider.com.
  3. PhD . David . Silver . 2009 . Reinforcement Learning and Simulation-Based Search in Computer Go . en . 10.7939/R39D8T. 575410609. ualberta.ca. University of Alberta.
  4. Sylvain Gelly . David Silver . 2008 . Achieving Master Level Play in 9 × 9 Computer Go . Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence.
  5. Book: Artificial Intelligence: A Modern Approach . Artificial Intelligence: A Modern Approach . . 2009 . 3rd . . Peter Norvig.
  6. What the AI Behind AlphaGo Can Teach Us About Being Human. Wired.com. 17 May 2016.
  7. Web site: CSML David Silver. ucl.ac.uk. en-US. 2017-05-27. 24 April 2021. https://web.archive.org/web/20210424012630/http://www.csml.ucl.ac.uk/people/silver/.
  8. Web site: RL Course by David Silver - Lecture 1: Introduction to Reinforcement Learning . May 13, 2015 . .
  9. News: Google DeepMind AlphaGo in U.K. Wins Innovation Grand Prix. 2017-05-27. en.
  10. Web site: Ormond . Jim . ACM Prize in Computing Awarded to AlphaGo Developer: David Silver Recognized for Breakthrough Advances in Computer Game-Playing . acm.org. 2020-04-02.
  11. Web site: Royal Society elects outstanding new Fellows and Foreign Members . royalsociety.org. 2021-06-08.
  12. Web site: Elected AAAI Fellows . 2024-01-03 . AAAI . en-US.