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Created page with "'''Home * Engines * LCZero''' '''LCZero''', an adaptation of Gian-Carlo Pascutto's Leela Zero Go project <ref>[https://githu..."
'''[[Main Page|Home]] * [[Engines]] * LCZero'''
'''LCZero''',
an adaptation of [[Gian-Carlo Pascutto|Gian-Carlo Pascutto's]] [[Leela Zero]] [[Go]] project <ref>[https://github.com/gcp/leela-zero GitHub - gcp/leela-zero: Go engine with no human-provided knowledge, modeled after the AlphaGo Zero paper]</ref> to [[Chess]], using [[Stockfish|Stockfish's]] [[Board Representation|board representation]] and [[Move Generation|move generation]]. No heuristics or prior [[Knowledge|knowledge]] are carried over from Stockfish. The goal to build a strong [[UCT]] chess AI following the same type of [[Deep Learning|deep learning]] techniques of [[AlphaZero]] as described in [[DeepMind|DeepMind's]] paper <ref>[[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''. [https://arxiv.org/abs/1712.01815 arXiv:1712.01815]</ref>, but using distributed training for the weights of the [[Neural Networks#Deep|deep]] [[Neural Networks#Residual|residual]] [[Neural Networks#Convolutional|convolutional neural network]]. The training process requires [https://en.wikipedia.org/wiki/CUDA CUDA] and a [[GPU]] accelerated version of [https://en.wikipedia.org/wiki/TensorFlow Tensorflow] installed <ref>[https://github.com/glinscott/leela-chess/blob/master/README.md leela-chess/README.md at master · glinscott/leela-chess · GitHub]</ref>.
=See also=
* [[AlphaZero]]
* [[Deep Learning]]
* [[UCT]]
=Forum Posts=
* [http://www.talkchess.com/forum/viewtopic.php?t=66280 Announcing lczero] by [[Gary Linscott|Gary]], [[CCC]], January 09, 2018
: [http://www.talkchess.com/forum/viewtopic.php?t=66280&start=67 Re: Announcing lczero] by [[Daniel Shawul]], [[CCC]], January 21, 2018 » [[Bojun Huang#Rollout|Rollout Paradigm]]
* [http://www.talkchess.com/forum/viewtopic.php?t=66452 LCZero is learning] by [[Gary Linscott|Gary]], [[CCC]], January 30, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=66824 LCZero update] by [[Gary Linscott|Gary]], [[CCC]], March 14, 2018
: [http://talkchess.com/forum/viewtopic.php?t=66929 LCZero update (2)] by [[Rein Halbersma]], [[CCC]], March 25, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=66945 LCZero: Progress and Scaling. Relation to CCRL Elo] by [[Kai Laskos]], [[CCC]], March 28, 2018 » [[Playing Strength]]
* [http://www.talkchess.com/forum/viewtopic.php?t=67013 What does LCzero learn?] by [[Uri Blass]], [[CCC]], April 05, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=67075 LCZero in Aquarium / Fritz] by [[Carl Bicknell]], [[CCC]], April 11, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=67092 lczero faq] by Duncan Roberts, [[CCC]], April 13, 2018
=External Links=
* [http://lczero.org/ LCZero]
* [https://github.com/glinscott/leela-chess GitHub - glinscott/leela-chess: A chess adaption of GCP's Leela Zero]
=References=
<references />
'''[[Engines|Up one level]]'''
'''LCZero''',
an adaptation of [[Gian-Carlo Pascutto|Gian-Carlo Pascutto's]] [[Leela Zero]] [[Go]] project <ref>[https://github.com/gcp/leela-zero GitHub - gcp/leela-zero: Go engine with no human-provided knowledge, modeled after the AlphaGo Zero paper]</ref> to [[Chess]], using [[Stockfish|Stockfish's]] [[Board Representation|board representation]] and [[Move Generation|move generation]]. No heuristics or prior [[Knowledge|knowledge]] are carried over from Stockfish. The goal to build a strong [[UCT]] chess AI following the same type of [[Deep Learning|deep learning]] techniques of [[AlphaZero]] as described in [[DeepMind|DeepMind's]] paper <ref>[[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''. [https://arxiv.org/abs/1712.01815 arXiv:1712.01815]</ref>, but using distributed training for the weights of the [[Neural Networks#Deep|deep]] [[Neural Networks#Residual|residual]] [[Neural Networks#Convolutional|convolutional neural network]]. The training process requires [https://en.wikipedia.org/wiki/CUDA CUDA] and a [[GPU]] accelerated version of [https://en.wikipedia.org/wiki/TensorFlow Tensorflow] installed <ref>[https://github.com/glinscott/leela-chess/blob/master/README.md leela-chess/README.md at master · glinscott/leela-chess · GitHub]</ref>.
=See also=
* [[AlphaZero]]
* [[Deep Learning]]
* [[UCT]]
=Forum Posts=
* [http://www.talkchess.com/forum/viewtopic.php?t=66280 Announcing lczero] by [[Gary Linscott|Gary]], [[CCC]], January 09, 2018
: [http://www.talkchess.com/forum/viewtopic.php?t=66280&start=67 Re: Announcing lczero] by [[Daniel Shawul]], [[CCC]], January 21, 2018 » [[Bojun Huang#Rollout|Rollout Paradigm]]
* [http://www.talkchess.com/forum/viewtopic.php?t=66452 LCZero is learning] by [[Gary Linscott|Gary]], [[CCC]], January 30, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=66824 LCZero update] by [[Gary Linscott|Gary]], [[CCC]], March 14, 2018
: [http://talkchess.com/forum/viewtopic.php?t=66929 LCZero update (2)] by [[Rein Halbersma]], [[CCC]], March 25, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=66945 LCZero: Progress and Scaling. Relation to CCRL Elo] by [[Kai Laskos]], [[CCC]], March 28, 2018 » [[Playing Strength]]
* [http://www.talkchess.com/forum/viewtopic.php?t=67013 What does LCzero learn?] by [[Uri Blass]], [[CCC]], April 05, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=67075 LCZero in Aquarium / Fritz] by [[Carl Bicknell]], [[CCC]], April 11, 2018
* [http://www.talkchess.com/forum/viewtopic.php?t=67092 lczero faq] by Duncan Roberts, [[CCC]], April 13, 2018
=External Links=
* [http://lczero.org/ LCZero]
* [https://github.com/glinscott/leela-chess GitHub - glinscott/leela-chess: A chess adaption of GCP's Leela Zero]
=References=
<references />
'''[[Engines|Up one level]]'''
