bigballon / toward-agz Goto Github PK

Materials of AlphaGO collected during my master's career.

• Paper
• Open Source
• Competition
  • Ke Jie vs AlphaGo
  • Lee Sedol vs AlphaGo
• Biography
  • Documentary
  • Animation
  • People
  • Others
• Article

• Deepmind
  • [AlphaGo] Mastering the game of Go with Deep Neural Networks & Tree Search [nature2016] [pdf]
  • [AlphaGo Zero] Mastering the game of Go without human knowledge [nature2017] [pdf]
  • [AlphaZero] A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play [science2018] [pdf]
  • [MuZero] Mastering Atari, Go, chess and shogi by planning with a learned model [nature2020] [arxiv] [talk]
• Others
  • Better Computer Go Player with Neural Network and Long-term Prediction [arxiv]
  • Multi-Labelled Value Networks for Computer Go [arxiv]
  • Residual Networks for Computer Go [pdf]
  • ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero [arxiv]
  • Accelerating Self-Play Learning in Go [arxiv]
  • Multiple Policy Value Monte Carlo Tree Search [arxiv]
  • Accelerating and Improving AlphaZero Using Population Based Training [arxiv]

• Darkforest
  • project: https://github.com/facebookresearch/darkforestGo
  • poster: http://yuandong-tian.com/ICLR2016-poster.pdf
• ELF OpenGO
  • project: https://github.com/pytorch/ELF
  • blog: https://ai.facebook.com/blog/open-sourcing-new-elf-opengo-bot-and-go-research/
  • video: https://youtube.videoken.com/embed/Qq5IkeYgTik?tocitem=1
• LeelaZero
  • project: https://github.com/leela-zero/leela-zero
  • Leela Chess Zero: https://lczero.org/
• KataGo
  • project: https://github.com/lightvector/KataGo
  • paper: https://arxiv.org/abs/1902.10565
• Stockfish
  • project: https://github.com/official-stockfish/Stockfish
  • website: https://stockfishchess.org/
• CrazyStone
  • website: https://www.remi-coulom.fr/CrazyStone/

2017-05-23 - 2017-05-27日

• **乌镇·围棋峰会, 柯洁对阵 AlphaGo：第一局
  • https://www.youtube.com/watch?v=5kIQ0F8iN8U
• **乌镇·围棋峰会, 柯洁对阵 AlphaGo：第二局
  • https://www.youtube.com/watch?v=0t2KJe06oGs
• **乌镇·围棋峰会, 柯洁对阵 AlphaGo：第三局
  • https://www.youtube.com/watch?v=hhWJ7ns79zg
• **乌镇·围棋峰会：AlphaGo 配对赛 & 团队赛
  • https://www.youtube.com/watch?v=g1IRapW3l60

2016-03-08 - 2016-03-15

• Match 1 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
  • https://www.youtube.com/watch?v=vFr3K2DORc8
• Match 2 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
  • https://www.youtube.com/watch?v=l-GsfyVCBu0
• Match 3 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
  • https://www.youtube.com/watch?v=qUAmTYHEyM8
• Match 4 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
  • https://www.youtube.com/watch?v=yCALyQRN3hw
• Match 5 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
  • https://www.youtube.com/watch?v=mzpW10DPHeQ

• AlphaGo (2017)
  • https://www.youtube.com/watch?v=WXuK6gekU1Y
  • https://movie.douban.com/subject/27012433/
  • https://www.imdb.com/title/tt6700846/

• 围棋少年: https://zh.wikipedia.org/wiki/%E5%9B%B4%E6%A3%8B%E5%B0%91%E5%B9%B4
• 棋魂: https://zh.wikipedia.org/wiki/%E6%A3%8B%E9%AD%82

• 黄士杰(Aja Huang): https://en.wikipedia.org/wiki/Aja_Huang
• David Silver: https://www.davidsilver.uk/
• Sutton: http://www.incompleteideas.net/
• Rémi Coulom: https://www.remi-coulom.fr/
• 田渊栋(Yuandong Tian): https://yuandong-tian.com/

• ICML 2017 test of time award
  • paper: Combining Online and Offline Knowledge in UCT [pdf]
  • https://www.youtube.com/watch?v=Bm7zah_LrmE
  • https://www.bilibili.com/video/BV1Zb411Y7hi/

• https://deepmind.com/research/case-studies/alphago-the-story-so-far
• https://deepmind.com/blog/article/alphagos-next-move
• https://deepmind.com/blog/article/innovations-alphago
• https://deepmind.com/research/publications/bayesian-optimization-alphago
• https://deepmind.com/research/open-source/alphazero-resources
• https://deepmind.com/research/publications/mastering-game-go-without-human-knowledge
• https://deepmind.com/blog/article/alphago-zero-starting-scratch
• https://deepmind.com/blog/article/alphazero-shedding-new-light-grand-games-chess-shogi-and-go
• https://deepmind.com/blog/article/exploring-mysteries-alphago
• https://deepmind.com/blog/article/podcast-episode-2-go-to-zero
• https://deepmind.com/blog/article/muzero-mastering-go-chess-shogi-and-atari-without-rules
• https://en.wikipedia.org/wiki/AlphaGo
• https://en.wikipedia.org/wiki/AlphaGo_Zero
• https://www.gokgs.com/