# jemdoc: addcss{rbh.css}, addcss{jacob.css} = computer go ~~~ {}{raw} recently   ualberta   Ke Jie   Lee Sedol   Fan Hui   alphago   other   ratings   gobots   other   talk   ~~~ ~~~ {}{raw}

recently

~~~ ~~~ - [https://www.eurogofed.org/?id=205 GC Pascutto: man behind LeelaZero] - [https://www.youtube.com/watch?reload=9&v=6fKG4wJ7uBk Baudis AlphaGo talk] [https://drive.google.com/file/d/1rmUyIitEmAtMUKdKEnlHRfmXtpyoxxey/view slides] - [https://medium.com/applied-data-science/alphago-zero-explained-in-one-diagram-365f5abf67e0 alphago zero cheat sheet] ~~~ ~~~ {}{raw}

UAlberta connection to AlphaGo

~~~ ~~~ - [https://www.youtube.com/watch?v=UMm0XaCFTJQ&feature=youtu.be youtube: conversation] ~ ~ [https://uofa.ualberta.ca/science/science-news/2016/january/deep-minds-master-the-game-of-go UA sci_news: UA connection] ~ ~ [http://www.theglobeandmail.com/technology/science/crossing-ai-threshold-computer-program-conquers-worlds-most-complex-game/article29255280/ globe: Mueller] - Ke Jie match ~ ~ [https://motherboard.vice.com/en_us/article/google-deepmind-alphago-go-ke-jie-university-of-alberta motherboard: Mueller in China] ~ ~ [http://edmontonjournal.com/news/local-news/man-versus-machine-artificial-intelligence-program-powered-by-u-of-a-alumni-takes-on-worlds-best-go-player Edm Journal: UA-spawned AlphaGo vs top human] ~ ~ [http://www.metronews.ca/news/edmonton/2017/05/23/alphago-software-outsmarts-board-game-champion.html Edm metro: no sweat] ~ ~ [https://www.ualberta.ca/news-and-events/newsarticles/2017/may/alphago-time UAnews: 3 things to watch] ~ ~ [http://www.metronews.ca/news/edmonton/2017/05/27/computer-beats-top-chinese-player-at-go-but-will-soon-be-unplugged.html Edm metro: AB AI retires] ~~~ ~~~ {}{raw}

2017 AlphaGo v Ke Jie: future of Go AI summit

~~~ ~~~ - [https://deepmind.com/blog/exploring-mysteries-alphago/ blog] ~ [http://events.google.com/alphago2017/ event page] ~ [http://www.wired.co.uk/article/deepmind-go-alphago-china-may-2017 wired_uk] ~ game 1 - [https://www.youtube.com/watch?v=Z-HL5nppBnM commentary Redmond] ~ [https://www.youtube.com/watch?v=rFNgHXjIJo4 commentary Kim] - [https://www.crazy-sensei.com/?lang=en&location=game&game=258&move=0 crazy sensei analysis] - [https://news.cgtn.com/news/3d676a4e7741444e/share_p.html cgtn: how Ke Jie feels] - media reaction ~ ~ [http://www.usgo.org/news/2017/05/alphago-prevails-over-ke-jie-9p-in-first-round-of-3-game-match/ usgo] ~ [http://www.usgo.org/news/2017/05/new-version-of-alphago-self-trained-and-much-more-efficient/ usgo:smarter] ~ [https://www.wired.com/2017/05/revamped-alphago-wins-first-game-chinese-go-grandmaster/ wired:revamped] ~ [https://www.wired.com/2017/05/google-unleashes-alphago-china-good-luck-watching/ wired: good luck watching] ~ [http://www.wired.co.uk/article/wuzhen-alphago-conference-report wired_uk:postgame] ~ [https://www.nytimes.com/2017/05/23/business/google-deepmind-alphago-go-champion-defeat.html nyt] ~ [https://www.theguardian.com/technology/2017/may/24/china-censored-googles-alphago-match-against-worlds-best-go-player guardian:censors] ~ [https://www.theguardian.com/technology/2017/may/23/alphago-google-ai-beats-ke-jie-china-go guardian:godlike] ~ [http://www.slate.com/blogs/future_tense/2017/05/24/alphago_beat_top_ranked_go_player_ke_jie_in_china_so_china_censored_it.html slate:censor] ~ [http://www.cbc.ca/news/technology/china-block-google-go-match-1.4129128 ap] game 2 - [https://www.youtube.com/watch?v=1U1p4Mwis60 commentary Redmond] - [http://www.usgo.org/news/2017/05/100-percent-perfection-alphago-clinches-match-against-ke-jie-2-0/ usgo] ~ [https://www.theverge.com/2017/5/25/15689462/alphago-ke-jie-game-2-result-google-deepmind-china verge] ~ [https://www.theverge.com/2017/5/25/15689462/alphago-ke-jie-game-2-result-google-deepmind-china techcrunch] ~ [https://www.wired.com/2017/05/googles-alphago-continues-dominance-second-win-china/ wired: dominance continues] ~ [http://www.wired.co.uk/article/deepmind-go-alphago-china-may-2017 wired_uk] ~ [https://www.nytimes.com/2017/05/25/business/google-alphago-defeats-go-ke-jie-again.html nyt] ~ [https://www.theguardian.com/technology/2017/may/25/alphago-google-ai-victory-world-go-number-one-china-ke-jie guardian] pair go and team go exhibition matches - [https://www.youtube.com/watch?v=V-_Cu6Hwp5U commentary] ~ [http://www.usgo.org/news/2017/05/alphago-pair-and-team-go-wrap-up/ usgo] game 3 ... and AlphaGo retires - [https://www.youtube.com/watch?v=OCevCII1zo0 Ke Jie postmatch interview] - [https://www.youtube.com/watch?v=ru0E7N0-kFE commentary] ~ ~ [https://www.theverge.com/2017/5/27/15704088/alphago-ke-jie-game-3-result-retires-future retires] ~ [http://news.xinhuanet.com/english/2017-05/27/c_136320632.htm xinhuanet] ~ [http://www.chinadaily.com.cn/business/tech/2017-05/27/content_29532330.htm chinadaily] ~ [http://www.usgo.org/news/2017/05/alphago-defeats-ke-jie-in-game-3-to-sweep-3-0/ usgo] ~ [https://www.wired.com/2017/05/win-china-alphagos-designers-explore-new-ai/ wired] ~ [https://www.hongkongfp.com/2017/05/27/googles-alphago-retires-top-humbling-world-no-1/ hkfp] ~ [http://nation.com.pk/international/27-May-2017/google-s-alphago-retires-on-top-after-humbling-world-no-1 nation] ~ - [https://deepmind.com/blog/alphagos-next-move/ alphago's next move] ~ [https://www.wired.com/2017/05/win-china-alphagos-designers-explore-new-ai/ wired] ~ [https://deepmind.com/research/alphago/alphago-vs-alphago-self-play-games/ self-play games] ~ ~~~ ~~~ {}{raw}

2016 AlphaGo v Lee Sedol

~~~ ~~~ - [https://deepmind-media.storage.googleapis.com/alphago/pdf-files/english/ls-vs-ag1/LS%20vs%20AG%20-%20G1%20-%20English.pdf game 1 FH commentary] - [https://deepmind-media.storage.googleapis.com/alphago/pdf-files/english/ls-vs-ag2/LS%20vs%20AG%20-%20G2%20-%20English.pdf game 2 FH commentary] - [https://deepmind-media.storage.googleapis.com/alphago/pdf-files/english/ls-vs-ag3/LS%20vs%20AG%20-%20G3%20-%20English.pdf game 3 FH commentary] - [https://deepmind-media.storage.googleapis.com/alphago/pdf-files/english/ls-vs-ag4/LS%20vs%20AG%20-%20G4%20-%20English.pdf game 4 FH commentary] - [https://deepmind-media.storage.googleapis.com/alphago/pdf-files/english/ls-vs-ag5/LS%20vs%20AG%20-%20G5%20-%20English.pdf game 5 FH commentary] - [http://deeplearningskysthelimit.blogspot.ca/2016/03/lee-sedol-defeated-by-deep-learning.html postmatch analysis] ~ [https://www.youtube.com/watch?v=V0-IWQ9TvLo&t=1545s ECG2016 Fan Hui talk] - [https://www.youtube.com/watch?v=mzpW10DPHeQ match 5-Garlock-Redmond 9p] ~ [https://www.youtube.com/watch?v=5Zs--5fEV9o AGA-Jackson-KimMyungwan 9p] ~ [https://gogameguru.com/alphago-defeats-lee-sedol-4-1/ gogameguru] ~ [https://www.youtube.com/watch?v=QxHdPdRcMhw 15m summary] - [https://www.youtube.com/watch?v=yCALyQRN3hw match 4] ~ [https://www.youtube.com/watch?v=SMqjGNqfU6I AGA] ~ [https://gogameguru.com/lee-sedol-defeats-alphago-masterful-comeback-game-4/ gogameguru] ~ [https://massgoblog.wordpress.com/2016/03/15/before-game-5/ Li Zhe 6p] ~ [https://www.youtube.com/watch?v=G5gJ-pVo1gs 15m] - [https://www.youtube.com/watch?v=qUAmTYHEyM8 match 3] ~ [https://www.youtube.com/watch?v=CkyVB4Nm9ac AGA-ChoHyeyeon] [https://www.youtube.com/watch?v=MnFXNyuLwRo part2] ~ [https://gogameguru.com/alphago-shows-true-strength-3rd-victory-lee-sedol/ gogameguru] ~ [https://www.youtube.com/watch?v=6hROM_bxZ9E 15m] - [https://www.youtube.com/watch?v=l-GsfyVCBu0 match 2] ~ [https://www.youtube.com/watch?v=EitoPhtGWJQ AGA] ~ [https://gogameguru.com/alphago-races-ahead-2-0-lee-sedol/ gogameguru] [https://massgoblog.wordpress.com/2016/03/11/game-2-a-nobody-could-have-done-a-better-job-than-lee-sedol/ Li Zhe] ~ [https://www.youtube.com/watch?v=1aMt7ulL6EI 15m] - [https://www.youtube.com/watch?v=vFr3K2DORc8 match 1] ~ [https://www.youtube.com/watch?v=YZPKR7HzM_s AGA] ~ [https://gogameguru.com/alphago-defeats-lee-sedol-game-1/ gogameguru] ~ [https://massgoblog.wordpress.com/2016/03/11/lee-sedols-strategy-and-alphagos-weakness/ Li Zhe] ~ [https://www.youtube.com/watch?v=bIQxOsRAXCo 15m] - [http://imgur.com/a/29mOG alphago scores] ~ [https://www.reddit.com/r/baduk/comments/4cgitz/alphagos_confidence_chart_for_the_5_games_david/ reddit] ~ [http://zhuanlan.zhihu.com/yuandong/20639694 darkforest scores matches 1,2] - [https://www.youtube.com/watch?v=482sitMhspo haylee] ~~~ ~~~ {}{raw}

Fan Hui challenge

~~~ ~~~ - [https://www.youtube.com/watch?v=NHRHUHW6HQE AGA Myungwan Kim] ~~~ ~~~ {}{raw}

AlphaGo

~~~ ~~~ - [https://arxiv.org/pdf/1712.01815.pdf mastering chess and shogi] - [https://deepmind.com/blog/alphago-zero-learning-scratch/ alphago zero] - [https://www.wired.com/2017/05/google-rattles-tech-world-new-ai-chip/ ai chip] - [https://www.youtube.com/watch?v=YXKUuHnbyiE alphaGos 4 specialties] ~ - [https://www.youtube.com/watch?v=i3lEG6aRGm8 hasabis: ai and the future] - [https://www.scientificamerican.com/article/how-the-computer-beat-the-go-master/ how the computer beat the go master] ~ [https://www.youtube.com/watch?v=LX8Knl0g0LE story of alphago (video)] ~ ~ [http://googleresearch.blogspot.ca/2016_01_01_archive.html blog] ~ ~ [http://deepmind.com/alpha-go.html AlphaGo] ~ ~ [http://googleresearch.blogspot.ca/2016_01_01_archive.html blog] ~ ~ [http://www.dcine.com/2016/01/28/alphago/ simpler] ~~ [http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html nature] ~ ~ [https://gogameguru.com/i/2016/03/deepmind-mastering-go.pdf preprint] ~ ~ [http://www.nature.com/news/go-players-react-to-computer-defeat-1.19255 reaction] ~ ~ - [https://www.youtube.com/watch?v=b9H9AtbxpPM Tobias Pfeiffer talk] - [https://www.reddit.com/r/baduk/comments/49y17z/the_true_strength_of_alphago/ strength] ~ [http://www.theverge.com/2016/3/12/11211306/ibm-deep-blue-murray-campbell-alphago-deepmind-interview campbell] ~ [https://smartgo.com/blog/lee-sedol-vs-alphago.html smartgo] ~ [http://www.bbc.com/news/technology-35420579 bbc] ~ [http://www.theglobeandmail.com/technology/science/the-go-bot-how-a-machine-cracked-the-most-complex-game-ever-devised-byhumans/article28412671/ globe] ~ [http://edmontonjournal.com/technology/gaming/artificial-intelligence-developed-by-university-of-alberta-graduates-passes-go edm.journal] ~ [http://www.sciencemag.org/news/2016/01/huge-leap-forward-computer-mimics-human-brain-beats-professional-game-go scimag] ~ [http://finance.yahoo.com/news/google-ai-program-just-beat-180000145.html yahoo] ~ [http://www.usnews.com/news/science/articles/2016-01-27/beyond-chess-computer-beats-human-in-ancient-chinese-game usnews] ~ [http://www.technologyreview.com/news/546066/googles-ai-masters-the-game-of-go-a-decade-earlier-than-expected/ mit] ~ [http://bits.blogs.nytimes.com/2016/01/27/alphabet-program-beats-the-european-human-go-champion/ bits.blogs] ~ [http://www.wired.com/2016/01/in-a-huge-breakthrough-googles-ai-beats-a-top-player-at-the-game-of-go/ wired] ~ [http://www.usgo.org/news/2016/01/alphago-beats-pro-5-0-in-major-ai-advance/ AGA] ~ [http://www.pbs.org/newshour/rundown/google-artificial-intelligence-beats-champion-at-worlds-most-complicated-board-game/ pbs] ~ [https://www.washingtonpost.com/news/innovations/wp/2016/01/27/google-just-mastered-a-game-thats-vexed-scientists-for-decades/ washpost] ~ [http://bigstory.ap.org/article/6c61d1ef3ac84160bbbce5cac4099c9b/beyond-chess-computer-beats-human-ancient-chinese-game AP] ~ [http://www.cbc.ca/news/technology/alphago-ai-1.3422347 cbc] ~ ~~~ ~~~ {}{raw}

other recent computer go events

~~~ ~~~ [http://www.worldgochampionship.net/english/ world go championship] [https://www.newscientist.com/article/2117067-deepminds-alphago-is-secretly-beating-human-players-online/amp/ master (AG2017) crushing humans online] [https://www.cnet.com/news/googles-ai-continues-to-crush-humans-at-ancient-game-go/ cnet story] [https://twitter.com/demishassabis/status/795401840078811137 2017 (? mar) ~ alphago v ?] ~ [https://twitter.com/demishassabis/status/816660463282954240 update 1 Jan 2017] [http://www.nihonkiin.or.jp.e.qs.hp.transer.com/news/release/ai.html 2017 mar 21-23 ~ nihon ki-in Y50 000 000 world go championship] - [http://senseis.xmp.net/?Iyamayuta iyama yuta (japan)], ? (korea), ? (china), deep zen go [http://www.computer-go.jp/uec/public_html/eng/index.shtml 2017 mar 18-19 ~ final UEC cup] [http://denou.jp/go/ 2016 nov 19-20-23 ~ deep zen go v cho chikun] ~ on [http://www.nicovideo.jp/ niconico] - [https://webdocs.cs.ualberta.ca/~hayward/396/jem/alphago.html\#dzcho sgf and commentary] ~~~ ~~~ {}{raw}

world go ratings

~~~ ~~~ - [https://www.youtube.com/watch?v=oRvlyEpOQ-8 since '74] ~ ~ [http://www.goratings.org/ goratings.org] ~~~ ~~~ {}{raw}

gobots

~~~ ~~~ {competitors} - [https://en.wikipedia.org/wiki/Fine_Art_(software) Fine Art] -- [https://www.youtube.com/watch?v=vHJ2BnFx8Ak 7% doc: behind scenes FineArt] -- [https://www.wired.com/story/tencent-software-beats-go-champ-showing-chinas-ai-gains/ tencent software beats go champ] -- [https://www.reddit.com/r/baduk/comments/7suord/on_ke_jies_2_handicap_games/?st=jcuhzf2y&sh=f5737baa reddit: Ke Jie's 2 handicap games (2stone .5 komi)] - [http://www.yss-aya.com/cgos/19x19/standings.html gobot server standings] - [http://jsb.cs.uec.ac.jp/~igo/eng/ UEC cup '16] ~ [https://www.youtube.com/watch?v=09DydFX_5OQ&feature=youtu.be video] - [http://lifein19x19.com/forum/viewtopic.php?f=18&t=12750 DeepZen (Dwango)] - facebook dark forest ~ [http://www.wired.com/2015/12/google-and-facebook-race-to-solve-the-ancient-game-of-go/ wired dec '15] ~ [https://www.technologyreview.com/s/544181/how-facebooks-ai-researchers-built-a-game-changing-go-engine/ mit review dec '15] ~ [http://arxiv.org/abs/1511.06410 arxiv] ~~~ ~~~ {}{raw}

other stuff

~~~ ~~~ {other stuff} - [https://chrisc36.github.io/deep-go/ play against dnn] - [http://www.usgo.org AGA] ~ ~ [http://www.britgo.org/ BGA] ~ ~ [http://info.go-canada.org/ CGA] - [http://www.usgo.org/rules-go rules (+tutorial)] ~ ~ [http://tromp.github.io/go.html tromp.taylor] ~ ~ [http://www.cs.cmu.edu/~wjh/go/rules/Japanese.html J] ~ ~ [http://www.cs.cmu.edu/~wjh/go/rules/Chinese.html C] ~ ~ [http://home.snafu.de/jasiek/bascomp.html compare] - [http://senseis.xmp.net sensei's library] - [http://motherboard.vice.com/en_uk/read/after-2500-years-a-chinese-gaming-mystery-is-solved 19x19 legal positions] - [http://googleresearch.blogspot.ca/2015/09/a-beginners-guide-to-deep-neural.html deep net intro] - [http://erikvanderwerf.tengen.nl/5x5/5x5solved.html 5x5] ~ [http://erikvanderwerf.tengen.nl/pubdown/solving_go_on_small_boards.pdf small boards] ~ [http://webdocs.cs.ualberta.ca/~hayward/670gga/asn/1x6opt.pdf 1x6] ~ ([https://github.com/ryanbhayward/gopix/tree/master draw gopix]) ~ [http://webdocs.cs.ualberta.ca/~hayward/670gga/asn/22.pdf 2x2] ~ ([http://webdocs.cs.ualberta.ca/~hayward/670gga/asn/makepix.tar.gz makepix.tar.gz]) - [http://senseis.xmp.net/?LifeAndDeath life and death] - [http://senseis.xmp.net/?MathematicalGoEndgames mathematical go endgames] ~ [http://library.msri.org/books/Book42/contents.html thermography,endgames: msri 42] ~~~ ~~~ {}{raw}

talk: AlphaGo

~~~ ~~~ - [https://www.youtube.com/watch?v=QyfWChDhtu0 surrounding game trailer] - [http://www.cosumi.net/en/ browser opponent] - [http://www.cosumi.net/en/mobile/replay/?b=You&w=COSUMI&k=0&r=w5&bs=6&gr=ccdcddcddbecedcbbcebbdcebbdecaeadaeebebfaecfaftttt&ds=dded&bm=gbe example game] - [http://www.cosumi.net/en/mobile/replay/?b=You&w=COSUMI&k=0&r=b5&bs=6&gr=ccdcddcbdbecbbcdcadebdedceddcfdfbeebeafedafbfatttt&bm=dcd example game] - [https://www.britgo.org/computergo/history history of computer go] - 2006 [http://www.cameronius.com/research/mcts/about/index.html monte carlo tree search] - 2012 Zen {{+}} 4 stones defeats Masaki 9p - 2012 [http://www.cs.toronto.edu/~fritz/absps/imagenet.pdf image class'n dcnn] [https://blog.acolyer.org/2016/04/20/imagenet-classification-with-deep-convolutional-neural-networks/ explained] - idea: use dcnn for move prediction in go -- 2014 [https://arxiv.org/abs/1412.6564 maddison huang sutskever silver] -- 2015 [https://chrisc36.github.io/deep-go/ clark storkey] - Oct 2015 (in secret) AlphaGo 5-0 Fan Hui - Jan 2016 [https://storage.googleapis.com/deepmind-media/alphago/AlphaGoNaturePaper.pdf nature paper] - March 2016 AlphaGo 4-1 Lee Sedol - Dec 2016 Jan 2017 AlphaGo 60-0 top pros - May 2017 AlphaGo 3-0 Ke Jie ~ ~ [https://sites.google.com/pressatgoogle.com/futureofgosummit/media-materials photos courtesy Google] ~ [https://photos.google.com/share/AF1QipMakjC8gLAftRLc-8_E-hMyhkZGpAoBn1D1N-9NhN_gdDwBNpThGAB9LzJP0ps0mQ/photo/AF1QipNKvqMWuAdkt03UKeRnmqzxczuyxhjI2V9YYeYB?key=OHJUZ3pMMXp6ODRVcjBFZU15SmM3X0JjellhMlRn photo courtesy google] - [https://webdocs.cs.ualberta.ca/~hayward/396/jem/prologue.html more alphago] ~~~