Weiqi(Go), Chesss And Other Games

Weiqi(Go)

Teaching Deep Convolutional Neural Networks to Play Go

• arXiv: http://arxiv.org/abs/1412.3409
• demo: https://chrisc36.github.io/deep-go/

Move Evaluation in Go Using Deep Convolutional Neural Networks(Google DeepMind, Google Brain)

• arXiv: http://arxiv.org/abs/1412.6564

Training Deep Convolutional Neural Networks to Play Go

• paper: http://jmlr.org/proceedings/papers/v37/clark15.pdf

Better Computer Go Player with Neural Network and Long-term Prediction(Facebook AI Research)

• arXiv: http://arxiv.org/abs/1511.06410
• MIT tech review: http://www.technologyreview.com/view/544181/how-facebooks-ai-researchers-built-a-game-changing-go-engine/

AlphaGo

Mastering the game of Go with deep neural networks and tree search (AlphaGo. Google DeepMind)

• homepage: http://www.deepmind.com/alpha-go.html
• paper: https://storage.googleapis.com/deepmind-data/assets/papers/deepmind-mastering-go.pdf
• naturep page: http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html
• blog: http://www.furidamu.org/blog/2016/01/26/mastering-the-game-of-go-with-deep-neural-networks-and-tree-search/
• blog(“AlphaGo: From Intuitive Learning to Holistic Knowledge”): https://caminao.wordpress.com/2016/02/01/alphago/
• notes(“AlphaGo的分析”, by 田渊栋): http://zhuanlan.zhihu.com/yuandong/20607684
• github: https://github.com/Rochester-NRT/AlphaGo

How Alphago Works

• slides: http://www.slideshare.net/ShaneSeungwhanMoon/how-alphago-works
• slides: http://pan.baidu.com/s/1qXwagGW

GoCNN: Using CNN for Go (Weiqi/Baduk) board evaluation with tensorflow

• github: https://github.com/jmgilmer/GoCNN

DarkGo: Go in Darknet

• homepage: http://pjreddie.com/darknet/darkgo-go-in-darknet/

Chess

Giraffe: Using Deep Reinforcement Learning to Play Chess (MSc thesis)

• arXiv: http://arxiv.org/abs/1509.01549

Spawkfish: neural network based chess engine

• homepage: http://spawk.fish/

Chess position evaluation with convolutional neural network in Julia

• blog: http://int8.io/chess-position-evaluation-with-convolutional-neural-networks-in-julia/

Game

Learning Game of Life with a Convolutional Neural Network

• blog: http://danielrapp.github.io/cnn-gol/
• github: https://github.com/DanielRapp/cnn-gol

Reinforcement Learning using Tensor Flow

• github: https://github.com/nivwusquorum/tensorflow-deepq

Blogs

Go, Marvin Minsky, and the Chasm that AI Hasn’t Yet Crossed

blog: https://medium.com/backchannel/has-deepmind-really-passed-go-adc85e256bec#.inx8nfid0