AlphaGo vs Lee Sedol

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AlphaGo versus Lee Sedol, também chamado de Google DeepMind Challenge Match, foi uma disputa de 5 jogos entre um supercomputador da Google, intitulado AlphaGo, contra o sul-coreano Lee Sedol no milenar jogo de tabuleiro Go, entre os dias 9 e 15 Março de 2016 no Four Seasons Hotel da cidade sul-coreana de Seul.[1]

O sul-coreano Lee Sedol era, à época, 18 vezes campeão mundial do jogo, e considerado o melhor jogador da história deste jogo. E o AlphaGo foi um software especialmente desenvolvido pela DeepMind Technologies Limited (uma sub-divisão da Google) para vencer jogadores humanos profissionais neste jogo. O resultado final foi 4-1 para o AlphaGo. Desde que a inteligência artificial passou a ter sucesso em derrotar humanos em complexos jogos de tabuleiro, o jogo Go era a última barreira a ser quebrada. Vários especialistas acreditavam que os programas de inteligência artificial ainda demorariam mais uma década até vencer o ser humano neste jogo.[2]

O milenar jogo oriental de tabuleiro Go, que é famoso por sua complexidade, consiste no confronto entre dois participantes que posicionam pedras de cores opostas até um deles dominar o tabuleiro. Ele sempre foi considerado um dos maiores desafios para os computadores por seu amplo espectro de movimentos das peças. O problema do jogo Go, para a inteligência artificial, seria a habilidade de realizar algo similar à intuição humana – ou seja, procurar e reagir a padrões. Isto parecia ser fundamental e muito distante da realidade. Diferentemente do que ocorre no xadrez, por exemplo. O Deep Blue foi treinado e programado pela IBM com alguns conhecimentos sobre o xadrez. Assim, sua vantagem sobre os humanos residia especialmente na capacidade de realizar cálculos.[3]

Por conta dessa "dificuldade", vários especialistas acreditavam que os programas de inteligência artificial ainda demorariam mais uma década até vencer o ser humano neste jogo.[2]

Para que fosse capaz de vencer um campeão mundial de Go, algoritmos de aprendizado conhecidos como redes neurais profundas foram treinados por meio de uma base de dados que inclui milhões de jogadas realizadas por seres humanos no passado. Em seguida, o programa afiou seu conhecimento por meio de partidas extremamente velozes realizadas contra si mesmo. A cada mudança no algoritmo, o programa foi se tornando mais apto a jogar. E assim, o AlphaGo finalmente venceu por meio de um método extremo de aprendizado que equivale à experiência de muitas vidas humanas, conhecido como busca em árvore Monte Carlo em função de sua capacidade de avaliar de forma randomizada um universo de movimentos possíveis.[3]

O avanço alcançado pelo DeepMind Technologies Limited com o AlphaGo é importante por várias razões. Em termos gerais, isso terá impacto sobre a maneira em que os computadores analisam uma sequência de ações, auxiliando aos programas de inteligência artificial a navegar através da lógica. Mais especificamente, isso pode ajudar no reconhecimento facial e em buscas preditivas.[4]

Sumário[editar | editar código-fonte]

Encontro
Partida no. Data Pretas Brancas Resultado N. Movimentos Tempo Ref.
1 9 de março de 2016 Lee Sedol AlphaGo abandono (Lee Seedol) 186 Lee Sedol : 1h 32 - AlphaGo : 1 h 55 Jogo 1
2 10 de março de 2016 AlphaGo Lee Sedol abandono (AlphaGo) 211 Lee Sedol : 2 h - AlphaGo : 2 h Jogo 2
3 12 de março de 2016 Lee Sedol AlphaGo abandono (Lee Seedol) 176 Lee Sedol : 2 h - AlphaGo : 1 h 51 Jogo 3
4 13 de março de 2016 AlphaGo Lee Sedol abandono (Lee Seedol) 180 Lee Sedol : 2 h - AlphaGo : 1 h 59 Jogo 4
5 15 de março de 2016 Lee Sedol AlphaGo abandono (Lee Seedol) 280 Lee Sedol : 2 h - AlphaGo : 2 h Jogo 5
Resultado Final:
AlphaGo 4 – 1 Lee Sedol
nota 1: Para o jogo cinco, sob as regras oficiais, as atribuições de cores deveriam ser realizadas aleatoriamente.[5] No entanto, durante a conferência de imprensa após a quarta partida, Lee pediu "... desde que ganhei com branco, eu realmente espero que no quinto jogo eu possa vencer com preto porque vencer com preto é muito mais valioso"."[6] O árbitro concordou com sua proposição.

Jogos[editar | editar código-fonte]

Jogo 1[editar | editar código-fonte]

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Primeiros 99 movimentos
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Movimentos 100–186.

Jogo 2[editar | editar código-fonte]

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Primeiros 99 movimentos
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Go l.svg Go b.svg Go b.svg Go w.svg Go w.svg Go board diagram image.svg Go b.svg Go w.svg Go 78.svg Go b.svg Go b.svg Go 23.svg Go b.svg Go 25.svg Go b.svg Go -.svg Go w.svg Go board diagram image.svg Go r.svg
Go l.svg Go b.svg Go w.svg Go b.svg Go board diagram image.svg Go w.svg Go w.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 22.svg Go 24.svg Go b.svg Go w.svg Go w.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 82.svg Go 81.svg Go board diagram image.svg Go 75.svg Go 26.svg Go 21.svg Go 20.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go dl.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go 76.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go dr.svg
Movimentos 100-199
Go ul.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go b.svg Go w.svg Go w.svg Go w.svg Go w.svg Go u.svg Go u.svg Go ur.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 01.svg Go b.svg Go b.svg Go w.svg Go b.svg Go w.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go b.svg Go w.svg Go b.svg Go b.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go w.svg Go w.svg Go b.svg Go w.svg Go w.svg Go r.svg
Go b.svg Go b.svg Go b.svg Go b.svg Go b.svg Go w.svg Go b.svg Go b.svg Go w.svg Go -.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go w.svg Go b.svg Go b.svg Go b.svg Go w.svg
Go b.svg Go w.svg Go w.svg Go w.svg Go b.svg Go w.svg Go w.svg Go w.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go w.svg Go r.svg
Go w.svg Go board diagram image.svg Go w.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go w.svg Go b.svg Go board diagram image.svg Go w.svg Go w.svg Go board diagram image.svg Go w.svg
Go l.svg Go 00.svg Go w.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go b.svg Go board diagram image.svg Go w.svg Go b.svg Go b.svg Go b.svg Go w.svg Go w.svg Go board diagram image.svg Go board diagram image.svg Go w.svg Go r.svg
Go l.svg Go w.svg Go b.svg Go b.svg Go b.svg Go b.svg Go w.svg Go b.svg Go board diagram image.svg Go b.svg Go w.svg Go w.svg Go w.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go w.svg Go b.svg Go w.svg Go board diagram image.svg Go b.svg Go w.svg Go b.svg Go b.svg Go b.svg Go b.svg Go b.svg Go w.svg Go w.svg Go w.svg Go w.svg Go w.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go w.svg Go w.svg Go w.svg Go board diagram image.svg Go w.svg Go b.svg Go w.svg Go w.svg Go w.svg Go w.svg Go b.svg Go b.svg Go b.svg Go b.svg Go 09.svg Go 10.svg Go r.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go w.svg Go b.svg Go board diagram image.svg Go w.svg Go w.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go w.svg Go r.svg
Go l.svg Go board diagram image.svg Go w.svg Go board diagram image.svg Go w.svg Go b.svg Go board diagram image.svg Go b.svg Go board diagram image.svg Go b.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go w.svg Go r.svg
Go l.svg Go w.svg Go w.svg Go w.svg Go b.svg Go b.svg Go board diagram image.svg Go b.svg Go b.svg Go board diagram image.svg Go w.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go board diagram image.svg Go b.svg Go w.svg Go r.svg
Go l.svg Go w.svg Go b.svg Go b.svg Go b.svg Go w.svg Go w.svg Go w.svg Go w.svg Go w.svg Go w.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go 03.svg Go 02.svg Go w.svg Go board diagram image.svg Go r.svg
Go b.svg Go w.svg Go w.svg Go b.svg Go w.svg Go b.svg Go w.svg Go b.svg Go b.svg Go b.svg Go w.svg Go w.svg Go b.svg Go board diagram image.svg Go board diagram image.svg Go b.svg Go w.svg Go board diagram image.svg Go r.svg
Go l.svg Go b.svg Go b.svg Go w.svg Go w.svg Go 06.svg Go b.svg Go w.svg Go w.svg Go b.svg Go b.svg Go b.svg Go b.svg Go b.svg Go b.svg Go -.svg Go w.svg Go board diagram image.svg Go r.svg
Go l.svg Go b.svg Go w.svg Go b.svg Go board diagram image.svg Go w.svg Go w.svg Go 08.svg Go 07.svg Go board diagram image.svg Go board diagram image.svg Go w.svg Go w.svg Go b.svg Go w.svg Go w.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go 05.svg Go b.svg Go 04.svg Go board diagram image.svg Go board diagram image.svg Go w.svg Go b.svg Go board diagram image.svg Go b.svg Go w.svg Go board diagram image.svg Go w.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go dl.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go 11.svg Go d.svg Go w.svg Go d.svg Go d.svg Go d.svg Go d.svg Go d.svg Go dr.svg
Movimentos 200-211

Jogo 3[editar | editar código-fonte]

Go ul.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go u.svg Go ur.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go 13.svg Go 19.svg Go 22.svg Go board diagram image.svg Go 90.svg Go 27.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go b9.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go 23.svg Go b3.svg Go -.svg Go 12.svg Go 20.svg Go board diagram image.svg Go 26.svg Go b7.svg Go -.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go b1.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go 38.svg Go 18.svg Go 16.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 24.svg Go 25.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 99.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go 17.svg Go 15.svg Go 21.svg Go board diagram image.svg Go board diagram image.svg Go 29.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go w8.svg Go board diagram image.svg Go r.svg
Go l.svg Go 36.svg Go board diagram image.svg Go 33.svg Go 14.svg Go 50.svg Go 30.svg Go 28.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go 37.svg Go 45.svg Go 41.svg Go 51.svg Go 47.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 31.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go 39.svg Go 32.svg Go 34.svg Go 35.svg Go board diagram image.svg Go 46.svg Go 66.svg Go 56.svg Go 68.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 88.svg Go board diagram image.svg Go r.svg
Go 63.svg Go 62.svg Go 40.svg Go 11.svg Go 43.svg Go board diagram image.svg Go 67.svg Go 65.svg Go board diagram image.svg Go -.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go -.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go 61.svg Go 44.svg Go 42.svg Go 53.svg Go board diagram image.svg Go 55.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 87.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 54.svg Go 60.svg Go board diagram image.svg Go board diagram image.svg Go 69.svg Go board diagram image.svg Go board diagram image.svg Go 89.svg Go board diagram image.svg Go board diagram image.svg Go 83.svg Go 78.svg Go 82.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go 57.svg Go 48.svg Go board diagram image.svg Go 52.svg Go board diagram image.svg Go 64.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 80.svg Go 77.svg Go 10.svg Go board diagram image.svg Go r.svg
Go l.svg Go board diagram image.svg Go b5.svg Go 49.svg Go 59.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 70.svg Go board diagram image.svg Go 98.svg Go board diagram image.svg Go board diagram image.svg Go 84.svg Go 81.svg Go 79.svg Go 85.svg Go r.svg
Go l.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go 58.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg Go board diagram image.svg