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9 f8 h8 f7 g7 b6 c6 h6 a5 d5 f5 g5 b4 e4 g4 q4 a3 c3 d3 f3 b2 moves 0 white r3 1 black o6 2 white r11 3 black r17 4 white q17 5 black q18 6 white r16 7 black s18 8 white s17 9 black r18 10 white r8 11 black q8 12 white q9 13 black p3 14 white r6 15 black r5 16 white s6 17 black q5 18 white s5 19 black k3 20 white j11 21 black r4 22 white s4 23 black r2 24 white k4 25 black l4 26 white j3 27 black k5 28 white j4 29 black l2 30 white k2 31 black l3 32 white q3 33 black q2 34 white s2 35 black p4 36 white s3 37 black p9 38 white q7 39 black p8 40 white p7 41 black q10 42 white r9 43 black q11 44 white r12 45 black q12 46 white o7 47 black q13 48 white r13 49 black n7 50 white n8 51 black p6 52 white o8 53 black m9 54 white p10 55 black o9 56 white n9 57 black o10 58 white n10 59 black o11 60 white n11 61 black o12 62 white o14 63 black n14 64 white n13 65 black p14 66 white o15 05 09 07 04 03 08 06 66 63 62 65 64 47 48 61 45 44 20 60 59 43 02 58 57 54 41 53 56 55 37 12 42 50 52 39 11 10 49 46 40 38 01 51 14 16 27 17 15 18 28 24 25 35 21 22 26 19 31 13 32 00 36 30 29 33 23 34 moves 100 166 game 4 edit alphago black v fan hui white 8 october 2015 alphago won by resignation 5 go board 19 by 19 moves 1 black d4 2 white q4 3 black d16 4 white q17 5 black q15 6 white r15 7 black r14 8 white r16 9 black q13 10 white o17 11 black r9 12 white r7 13 black p9 14 white p3 15 black d10 16 white f3 17 black d6 18 white f17 19 black d14 20 white j4 21 black e17 22 white f16 23 black j16 24 white h15 25 black j15 26 white h13 27 black h14 28 white g14 29 black j14 30 white g13 31 black k12 32 white d12 33 black e13 34 white j12 35 black k11 36 white e12 37 black f12 38 white f11 39 black f13 40 white e10 41 black g11 42 white g10 43 black h10 44 white d9 45 black g9 46 white f10 47 black h11 48 white j18 49 black c10 50 white c13 51 black c9 52 white b15 53 black c17 54 white b17 55 black b18 56 white c16 57 black a17 58 white b16 59 black d18 60 white d15 61 black e15 62 white c14 63 black e16 64 white k17 65 black h17 66 white g18 67 black h18 68 white h19 69 black f18 70 white g17 71 black d8 72 white b11 73 black c11 74 white b12 75 black r5 76 white q8 77 black q9 78 white r4 79 black f19 80 white g19 81 black m17 82 white m18 83 black l18 84 white l17 85 black n18 86 white m16 87 black n17 88 white n16 89 black o18 90 white l15 91 black p17 92 white p16 93 black o16 94 white o15 95 black q18 97 black p18 98 white q16 99 black l3 79 80 68 55 59 69 66 67 48 83 82 85 89 97 95 57 54 53 21 18 70 65 64 84 81 87 10 91 4 58 56 3 63 22 23 86 88 93 92 98 8 52 60 61 24 25 90 94 5 6 62 19 28 27 29 7 50 33 39 30 26 9 74 32 36 37 34 31 72 73 38 41 47 35 49 15 40 46 42 43 51 44 45 13 77 11 71 76 12 17 75 1 20 2 78 16 99 14 first 99 moves 96 at 10 go board 19 by 19 black stones f19 b18 d18 f18 h18 l18 n18 o18 p18 q18 a17 c17 e17 h17 m17 n17 p17 d16 e16 j16 e15 j15 q15 d14 h14 j14 r14 e13 f13 q13 f12 k12 c11 g11 h11 k11 c10 d10 h10 c9 g9 p9 q9 r9 d8 d6 r5 d4 l3 white stones g19 h19 g18 j18 m18 b17 f17 g17 k17 l17 o17 q17 b16 c16 f16 m16 n16 p16 q16 r16 b15 d15 h15 l15 o15 r15 c14 g14 c13 g13 h13 b12 d12 e12 j12 b11 f11 e10 f10 g10 d9 q8 r7 j4 q4 r4 f3 p3 moves 0 white k3 1 black l4 2 white d2 3 black h3 4 white j2 5 black g3 6 white f4 7 black f2 8 white e2 9 black h5 10 white g2 11 black h2 12 white f1 13 black g5 14 white c3 15 black s4 16 white s3 17 black j13 18 white r18 19 black s18 20 white r19 21 black s17 22 white r17 23 black m19 24 white p6 25 black s14 26 white t18 27 black n13 28 white p14 29 black p13 30 white n14 31 black o7 32 white m13 33 black n12 34 white m5 35 black l5 36 white m6 37 black l6 38 white m7 39 black l7 40 white m8 41 black p7 42 white q6 43 black n4 44 white n3 45 black o4 46 white o6 47 black o3 48 white l2 49 black n2 50 white h1 51 black p2 52 white q2 53 black p4 54 white q3 55 black q5 56 white p5 57 black s5 58 white t3 59 black r2 60 white q1 61 black s2 62 white t2 63 black s7 64 white s8 65 black r8 23 20 18 19 26 22 21 30 28 25 17 32 27 29 33 40 65 64 39 38 31 41 63 37 36 46 24 42 13 9 35 34 56 55 57 6 1 43 45 53 15 14 5 3 00 44 47 54 16 58 02 08 7 10 11 4 48 49 51 52 59 61 62 12 50 60 moves 100 165 game 5 edit fan hui black v alphago white 9 october 2015 alphago won by resignation 5 black 75 should be placed at 83 and fan hui missed the opportunity 9 go board 19 by 19 moves 1 black d4 2 white q4 3 black c16 4 white q16 5 black o17 6 white r14 7 black j17 8 white c10 9 black c11 10 white d11 11 black c12 12 white d10 13 black d12 14 white c6 15 black e11 16 white f3 17 black e5 18 white c3 19 black c8 20 white d8 21 black c4 22 white d3 23 black d7 24 white c7 25 black e8 26 white d9 27 black b8 28 white b9 29 black d6 30 white b7 31 black g4 32 white g3 33 black h4 34 white j3 35 black q18 36 white r17 37 black m16 38 white e17 39 black d17 40 white d18 41 black e16 42 white c17 43 black d16 44 white b18 45 black e18 46 white f17 47 black f18 48 white b16 49 black d19 50 white c18 51 black b15 52 white a17 53 black e9 54 white b11 55 black b12 56 white f16 57 black g18 58 white j16 59 black k16 60 white h17 61 black h18 62 white k17 63 black j18 64 white n16 65 black k15 66 white n17 67 black n15 68 white o16 69 black m18 70 white m17 71 black l17 72 white m15 73 black a11 74 white b5 75 black m14 76 white l16 77 black k18 78 white e10 79 black f10 80 white f11 81 black b10 82 white e12 83 black a9 84 white g10 85 black f9 86 white e14 87 black f15 88 white g9 89 black c9 91 black f7 92 white h12 93 black k11 94 white b4 95 black j10 96 white f14 97 black g15 98 white h8 99 black k8 49 44 50 40 45 47 57 61 63 77 69 35 52 42 39 38 46 60 7 62 71 70 66 5 36 48 3 43 41 56 58 59 76 37 64 68 4 51 87 97 65 72 67 86 96 75 6 55 11 13 82 92 73 54 9 10 15 80 93 81 8 12 78 79 84 95 83 28 89 26 53 85 88 27 19 20 25 98 99 30 24 23 91 14 29 74 17 94 21 1 31 33 2 18 22 16 32 34 first 99 moves 90 at 15 go board 19 by 19 black stones d19 e18 f18 g18 h18 j18 k18 m18 q18 d17 j17 l17 o17 c16 d16 e16 k16 b15 f15 g15 k15 n15 m14 b12 c12 d12 a11 c11 k11 b10 f10 j10 a9 c9 e9 f9 b8 c8 e8 k8 d7 f7 d6 e5 c4 d4 g4 h4 white stones b18 c18 d18 a17 c17 e17 f17 h17 m17 n17 r17 b16 f16 j16 l16 n16 o16 q16 m15 e14 f14 r14 e12 h12 d11 e11 f11 c10 d10 e10 g10 d9 g9 d8 h8 b7 c7 c6 b5 b4 q4 c3 d3 f3 g3 j3 moves 0 white j7 1 black k5 2 white k7 3 black l7 4 white l6 5 black k6 6 white l8 7 black m7 8 white k9 9 black m8 10 white l9 11 black j9 12 white j8 13 black m9 14 white l10 15 black n11 16 white l12 17 black k12 18 white m10 19 black n10 20 white m12 21 black l15 22 white n13 23 black m5 24 white r7 25 black o15 26 white p15 27 black m16 28 white f4 29 black h6 30 white f5 31 black g6 32 white p13 33 black n18 34 white p16 35 black r3 36 white r4 37 black q3 38 white p3 39 black p2 40 white o2 41 black s4 42 white s5 43 black p4 44 white o3 45 black s2 46 white t4 47 black t3 48 white s3 49 black g8 50 white h9 52 white q2 53 black r2 55 black o12 56 white o13 58 white n6 59 black m6 61 black g11 62 white h11 64 white c15 65 black t5 66 white e15 67 black p5 68 white q10 69 black m2 70 white q6 71 black s6 72 white p6 73 black n5 74 white o9 75 black n9 76 white k2 77 black r9 78 white q9 79 black r10 80 white r11 81 black s8 82 white s11 83 black l2 84 white l3 85 black m3 86 white l4 87 black m4 88 white s7 89 black t7 90 white r8 91 black q5 92 white s9 93 black r18 94 white s18 95 black s19 96 white s17 97 black p17 98 white h3 99 black g17 95 33 93 94 99 97 96 27 34 64 66 21 25 26 22 56 32 17 16 20 55 61 62 15 80 82 14 18 19 68 79 50 11 08 10 13 75 74 78 77 92 49 12 06 09 90 81 00 02 03 07 24 88 89 31 29 05 04 59 58 72 70 71 30 01 23 73 67 91 42 65 28 86 87 43 36 41 46 98 84 85 44 38 37 35 48 47 76 83 69 40 39 52 53 45 moves 100 199 151 157 163 at 141 154 160 at 148 go board 19 by 19 black stones d19 s19 e18 f18 g18 h18 j18 k18 m18 n18 q18 r18 d17 g17 j17 l17 o17 p17 c16 d16 e16 k16 m16 b15 f15 g15 k15 l15 n15 o15 m14 b12 c12 d12 k12 o12 a11 c11 g11 k11 n11 b10 f10 j10 n10 r10 a9 c9 e9 f9 j9 m9 n9 r9 b8 c8 e8 g8 m8 s8 d7 f7 l7 m7 t7 d6 g6 h6 k6 m6 s6 e5 k5 m5 n5 p5 q5 t5 c4 d4 g4 h4 m4 p4 s4 m3 q3 r3 t3 l2 m2 p2 r2 s2 white stones b18 c18 d18 s18 a17 c17 e17 f17 h17 m17 n17 r17 s17 b16 f16 j16 n16 o16 p16 q16 c15 e15 p15 e14 f14 r14 n13 o13 p13 e12 h12 l12 m12 d11 e11 f11 h11 r11 s11 c10 d10 e10 g10 l10 m10 q10 d9 g9 h9 k9 l9 o9 q9 s9 d8 h8 j8 l8 r8 b7 c7 j7 k7 r7 s7 c6 l6 n6 p6 q6 b5 f5 s5 b4 f4 l4 q4 r4 c3 d3 f3 g3 h3 j3 l3 o3 p3 k2 o2 q2 moves 0 white d15 1 black h14 2 white g12 3 black b14 4 white j13 5 black k13 6 white j14 7 black j15 8 white e4 9 black d5 10 white f6 11 black j4 12 white k3 13 black l5 14 white o5 00 07 03 01 06 04 05 02 10 09 13 14 08 11 12 moves 200 214 responses edit alphago s victory shocked the go community 10 11 12 lee sedol commented that alphago reached the top of the amateur level in this match but had not yet reached the professional level 13 14 and he could give alphago one or two stones 15 ke jie and mi yuting thought that the strength of alphago in this match was equal to that of a candidate for go professional 16 17 and extremely close to the professional level 18 while shi yue thought that it already reached the professional level 19 11 it was terrifying said ke jie that alphago could learn and evolve although its power was still limited then 20 17 21 canadian ai specialist jonathan schaeffer comparing alphago with a child prodigy that lacked experience considered this match not yet a deep blue moment and said that the real achievement would be when the program plays a player in the true top echelon 22 see also edit alphago versus lee sedol alphago versus ke jie references edit metz cade 27 january 2016 in major ai breakthrough google system secretly beats top player at the ancient game of go wired retrieved 1 february 2016 1 2 google achieves ai breakthrough by beating go champion bbc news 27 january 2016 special computer go insert covering the alphago v fan hui match pdf british go journal 2017 retrieved 1 february 2016 première défaite d un professionnel du go contre une intelligence artificielle le monde in french 27 january 2016 1 2 3 4 5 6 7 8 silver david huang aja maddison chris j guez arthur sifre laurent driessche george van den schrittwieser julian antonoglou ioannis panneershelvam veda lanctot marc dieleman sander grewe dominik nham john kalchbrenner nal sutskever ilya lillicrap timothy leach madeleine kavukcuoglu koray graepel thore hassabis demis 28 january 2016 mastering the game of go with deep neural networks and tree search nature 529 7587 484 489 bibcode 2016natur 529 484s doi 10 1038 nature16961 issn 0028 0836 pmid 26819042 s2cid 515925 elizabeth gibney 27 january 2016 go players react to computer defeat nature doi 10 1038 nature 2016 19255 s2cid 146868978 silver david schrittwieser julian simonyan karen antonoglou ioannis huang aja guez arthur hubert thomas baker lucas lai matthew bolton adrian chen yutian lillicrap timothy fan hui sifre laurent driessche george van den graepel thore hassabis demis 19 october 2017 mastering the game of go without human knowledge pdf nature 550 7676 354 359 bibcode 2017natur 550 354s doi 10 1038 nature24270 issn 0028 0836 pmid 29052630 s2cid 205261034 liu xing and zhao shouxun 28 january 2016 重磅 tv独家解密 解密人工智能 一 in chinese weiqitv see the 39th 46th minutes archived from the original on 24 october 2017 retrieved 24 october 2017 tang yi 5 february 2016 唐奕 alphago缺陷尚多 樊麾这都不杀 in chinese sina com retrieved 22 october 2017 梅泽由香里 谷歌令人吃惊 朝日 谷李大战好胜负 in chinese sina com 30 january 2016 retrieved 23 october 2017 1 2 世界冠军谈谷歌围棋 人类应放下自己的骄傲 in chinese sina com 30 january 2016 retrieved 23 october 2017 孟泰龄 电脑棋风稳健酷爱实地 确实有职业水准 in chinese sina com 29 january 2016 retrieved 23 october 2017 围棋人机大战 李世石 人类比人工智能强 in chinese xinhuanet 8 march 2016 archived from the original on 12 march 2016 retrieved 24 october 2017 李世石vsalpha go 李世石 5比0赢它有点够呛 in chinese china com cn 9 march 2016 retrieved 22 october 2017 李世石 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alphafold 2018 alphastar 2019 alphatensor 2022 alphadev 2023 funsearch 2023 alphageometry 2024 alphaproof 2024 alphaevolve 2025 alphagenome 2025 machine learning neural networks inception 2014 wavenet 2016 mobilenet 2017 transformer 2017 efficientnet 2019 gato 2022 other quantum artificial intelligence lab tensorflow tensor processing unit generative ai chatbots assistant 2016 sparrow 2022 gemini 2023 nano banana 2025 models bert 2018 xlnet 2019 t5 2019 lamda 2021 chinchilla 2022 palm 2022 imagen 2023 gemini 2023 videopoet 2024 gemma 2024 genie 2024 veo 2024 other dreambooth 2022 notebooklm 2023 vids 2024 gemini robotics 2025 antigravity 2025 see also attention is all you need future of go summit generative pre trained transformer google labs google workspace category commons v t e go overview handicaps komi rules equipment bowls goban katsura kaya stones clamshell slate yunzi terms aji atari board positions dame divine move double hane eyes gote sente and tenuki hane hayago jigo joseki kakari keima kiai kikashi ko komi korigatachi kosumi ladder liberty miai monkey jump moyo myoushu nakade nerai myoushu peep pincer probe sabaki seki sente shape shoulder hit tesuji thickness yose strategy and tactics capturing race fuseki chinese kobayashi shinfuseki shusaku jōseki nadare taisha ko fight ladder life and death mirror go opening theory proverbs shape empty triangle ponnuki tenuki tsumego history classic of arts dunhuang go manual emperor yao four go houses four arts hoensha 9 pin zhi oskar korschelt oshirogo players european players female players nihon ki in hall of fame professional handicaps competition go professional ranks and ratings dan kyū honorary titles jubango tournaments world champions games and matches alphago vs fan hui alphago vs ke jie alphago vs lee sedol atomic bomb game blood vomiting game ear reddening game the game of the century kamakura jubango lee s broken ladder game art and media alphago the divine move the girl who played go the go master the go play...