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DeepMind,
a British artificial intelligence company founded in September 2010 by Demis Hassabis, Shane Legg and Mustafa Suleyman, acquired by Google in 2014 ^[1].

The company focus on "solving intelligence" so far with deep learning using deep neural networks, mastering Atari games, Go, chess and Shogi. DeepMind made headlines in 2016 when their Go playing program AlphaGo won a $1M 5-game challenge match in Seoul versus Lee Sedol with 4 - 1 ^{[2] [3] [4]}.

See also

• Convolutional Neural Networks in Go
• AlphaGo
• AlphaZero
• Keynote Lecture CG 2016 Conference by Aja Huang

Selected Publications

^[5]

• Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A. Rusu, Joel Veness, Marc G. Bellemare, Alex Graves, Martin Riedmiller, Andreas K. Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg, Demis Hassabis (2015). Human-level control through deep reinforcement learning. Nature, Vol. 518
• David Silver, Aja Huang, Chris J. Maddison, Arthur Guez, Laurent Sifre, George van den Driessche, Julian Schrittwieser, Ioannis Antonoglou, Veda Panneershelvam, Marc Lanctot, Sander Dieleman, Dominik Grewe, John Nham, Nal Kalchbrenner, Ilya Sutskever, Timothy Lillicrap, Madeleine Leach, Koray Kavukcuoglu, Thore Graepel, Demis Hassabis (2016). Mastering the game of Go with deep neural networks and tree search. Nature, Vol. 529
• David Silver, Julian Schrittwieser, Karen Simonyan, Ioannis Antonoglou, Aja Huang, Arthur Guez, Thomas Hubert, Lucas Baker, Matthew Lai, Adrian Bolton, Yutian Chen, Timothy Lillicrap, Fan Hui, Laurent Sifre, George van den Driessche, Thore Graepel, Demis Hassabis (2017). Mastering the game of Go without human knowledge. Nature, Vol. 550 ^[6]
• David Silver, Thomas Hubert, Julian Schrittwieser, Ioannis Antonoglou, Matthew Lai, Arthur Guez, Marc Lanctot, Laurent Sifre, Dharshan Kumaran, Thore Graepel, Timothy Lillicrap, Karen Simonyan, Demis Hassabis (2017). Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm. arXiv:1712.01815 » AlphaZero

External Links

• DeepMind
• DeepMind from Wikipedia

2014

• Demis Hassabis: 15 facts about the DeepMind Technologies founder | Technology by Samuel Gibbs, The Guardian, January 28, 2014
• Demis Hassabis: the secretive computer boffin with the £400 million brain by Tom Rowley, Telegraph, January 28, 2014

2015 ...

• The 21 smartest AI scientists working at Google DeepMind by Sam Shead, Business Insider India, March 13, 2016
• Could DeepMind try to conquer poker next? by Alex Hern, The Guardian, March 30, 2016 ^[7]
  Texas Hold'em: AI is almost as good as humans at playing poker by Matt Burgess, Wired UK, March 30, 2016
• Enabling Continual Learning in Neural Networks by James Kirkpatrick, Joel Veness et al., DeepMind, March 13, 2017
• Exploring the mysteries of Go with AlphaGo and China's top players by Demis Hassabis, DeepMind, April 10, 2017
• AlphaGo's next move by Demis Hassabis and David Silver, DeepMind, May 27, 2017
• DeepMind expands to Canada with new research office in Edmonton, Alberta by Demis Hassabis, DeepMind, July 5, 2017 » Richard Sutton, Michael Bowling
• AlphaGo Zero: Learning from scratch by Demis Hassabis and David Silver, DeepMind, October 18, 2017

References

1. ^ Demis Hassabis: the secretive computer boffin with the £400 million brain by Tom Rowley, Telegraph, January 28, 2014
2. ^ DeepMind - YouTube Channel
3. ^ Video Interview with Rémi Coulom on AlphaGo, February 2016
4. ^ Artificial intelligence: Google's AlphaGo beats Go master Lee Se-dol, BBC News, March 12, 2016
5. ^ Publications | DeepMind
6. ^ AlphaGo Zero: Learning from scratch by Demis Hassabis and David Silver, DeepMind, October 18, 2017
7. ^ Johannes Heinrich, David Silver (2016). Deep Reinforcement Learning from Self-Play in Imperfect-Information Games. arXiv:1603.01121

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