{"id":505287,"date":"2019-01-25T08:30:08","date_gmt":"2019-01-25T07:30:08","guid":{"rendered":"https:\/\/www.tomshardware.fr\/?p=505287"},"modified":"2023-07-25T13:30:58","modified_gmt":"2023-07-25T11:30:58","slug":"deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours","status":"publish","type":"post","link":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/","title":{"rendered":"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#8217;entrainement en 15 jours"},"content":{"rendered":"\n<figure class=\"wp-block-embed-youtube aligncenter wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"responsive-container embed-youtube-com\"><iframe title=\"DeepMind StarCraft II Demonstration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/cUTMhmVh1qs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<p>Voil\u00e0 d\u00e9j\u00e0 l&#8217;une des vid\u00e9os les plus int\u00e9ressantes de l&#8217;ann\u00e9e sur Youtube : les premi\u00e8res confrontations&nbsp;sur Starcraft 2 entre l&#8217;IA de DeepMind, nomm\u00e9e AlphaStar, et l&#8217;humain. Les premiers rounds furent clairement en faveur de l&#8217;IA, gagnant 10-0 contre deux joueurs pros renomm\u00e9s, TLO et MaNa. Heureusement, le tout dernier match d&#8217;hier a vu une clair domination de l&#8217;humain sur la machine, ramenant le score \u00e0 10-1.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">200 ans de Starcraft 2 en 7 jours<\/h3>\n\n\n\n<p>Partant de z\u00e9ro, l&#8217;IA a entra\u00een\u00e9 son premier &#8220;agent&#8221; en trois jours en regardant 3500 matchs pour apprendre les bases du jeu, et imiter l&#8217;humain (<em>imitation learning<\/em>). Ensuite, DeepMind a cr\u00e9\u00e9 une ligue interne de comp\u00e9tition en d\u00e9multipliant les meilleurs agents pour les faire jouer les uns contre les autres (<em>reinforcement learning<\/em>).<\/p>\n\n\n\n<p>Apr\u00e8s une semaine de ligue, cinq des agents avec les meilleurs taux de victoire furent s\u00e9lectionn\u00e9s. Chacun avait alors totalis\u00e9 200 ans d&#8217;entra\u00eenement en 7 jours sur les supercalculateurs de Google. Ces 5 agents ont chacun battu TLO (5-0) joueur pro qui n&#8217;\u00e9tait toutefois pas sp\u00e9cialis\u00e9 dans la race qu&#8217;il devait jouer (Protoss).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img alt=\"Image 1 : DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#039;entrainement en 15 jours\" decoding=\"async\" width=\"2332\" height=\"1312\" src=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4.jpg\" alt=\"\" class=\"wp-image-505294\" srcset=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4.jpg 2332w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-300x169.jpg 300w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-1024x576.jpg 1024w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-150x84.jpg 150w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-200x113.jpg 200w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-250x141.jpg 250w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-350x197.jpg 350w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-400x225.jpg 400w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-450x253.jpg 450w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-500x281.jpg 500w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-550x309.jpg 550w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-600x338.jpg 600w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-640x360.jpg 640w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-710x399.jpg 710w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-755x425.jpg 755w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-4-1320x743.jpg 1320w\" sizes=\"(max-width: 2332px) 100vw, 2332px\" \/><\/figure>\n\n\n\n<p>Ces agents ont ensuite poursuit l&#8217;entrainement pendant une semaine de plus, soit 400 ans de jeu pour chaque agent au total. Et ils ont battu MaNa, cette fois l&#8217;un des 10 meilleurs joueurs Protoss du monde. Une victoire tout aussi \u00e9crasante : 5-0 encore ! Dans la vid\u00e9o ci-dessous, on peut voir la mani\u00e8re de raisonner de l&#8217;IA, et constater qu&#8217;elle comprend d\u00e9j\u00e0 sa victoire bien avant la fin du match.<\/p>\n\n\n\n<figure class=\"wp-block-embed-youtube aligncenter wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"responsive-container embed-youtube-com\"><iframe title=\"AlphaStar Agent Visualisation\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/HcZ48JDamyk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Un comportement similaire \u00e0 l&#8217;humain<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img alt=\"Image 2 : DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#039;entrainement en 15 jours\" decoding=\"async\" width=\"1139\" height=\"600\" src=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500.png\" alt=\"\" class=\"wp-image-505301\" srcset=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500.png 1139w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-300x158.png 300w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-1024x539.png 1024w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-150x79.png 150w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-200x105.png 200w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-250x132.png 250w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-350x184.png 350w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-400x211.png 400w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-450x237.png 450w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-500x263.png 500w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-550x290.png 550w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-600x316.png 600w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-640x337.png 640w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-710x374.png 710w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/scii-blogpost-fig09-width-1500-755x398.png 755w\" sizes=\"(max-width: 1139px) 100vw, 1139px\" \/><\/figure>\n\n\n\n<p>L&#8217;IA a-t-elle gagn\u00e9 gr\u00e2ce \u00e0 ses avantages de machine ? La vitesse de jeu d&#8217;AlphaStar \u00e9tait similaire \u00e0 celle d&#8217;un humain, avec un temps de r\u00e9action moyen de 300 ms (pour constater, prendre une d\u00e9cision et agir). Le nombre d&#8217;actions par minute \u00e9tait m\u00eame inf\u00e9rieur. Deux avantages clairs sont toutefois en faveur de la machine : la pr\u00e9cision de chaque clic sur chaque unit\u00e9 est parfaite, ce qui a permis une <a rel=\"noreferrer noopener\" aria-label=\"L'IA a-t-elle gagn\u00e9 gr\u00e2ce \u00e0 ses avantages de machine ? La vitesse de jeu d'AlphaStar \u00e9tait similaire \u00e0 celle d'un humain, avec un temps de r\u00e9action moyen de 300 ms (pour constater, prendre une d\u00e9cision, et agir). Le nombre d'actions par minute \u00e9tait m\u00eame inf\u00e9rieur. Deux avantages clairs sont toutefois en faveur de la machine : la pr\u00e9cision de chaque clic sur chaque unit\u00e9 est parfaite, ce qui a permis une gestion d'unit\u00e9 &quot;incroyable&quot;, selon MaNa. De l'autre, la vision d'AlphaStar \u00e9tait globale, alors que l'humain est limit\u00e9 par la taille de son \u00e9cran, devant d\u00e9cider o\u00f9 regarder au meilleur moment. (opens in a new tab)\" href=\"https:\/\/youtu.be\/cUTMhmVh1qs?t=7777\" target=\"_blank\">gestion d&#8217;unit\u00e9 &#8220;<\/a><em><a rel=\"noreferrer noopener\" aria-label=\"L'IA a-t-elle gagn\u00e9 gr\u00e2ce \u00e0 ses avantages de machine ? La vitesse de jeu d'AlphaStar \u00e9tait similaire \u00e0 celle d'un humain, avec un temps de r\u00e9action moyen de 300 ms (pour constater, prendre une d\u00e9cision, et agir). Le nombre d'actions par minute \u00e9tait m\u00eame inf\u00e9rieur. Deux avantages clairs sont toutefois en faveur de la machine : la pr\u00e9cision de chaque clic sur chaque unit\u00e9 est parfaite, ce qui a permis une gestion d'unit\u00e9 &quot;incroyable&quot;, selon MaNa. De l'autre, la vision d'AlphaStar \u00e9tait globale, alors que l'humain est limit\u00e9 par la taille de son \u00e9cran, devant d\u00e9cider o\u00f9 regarder au meilleur moment. (opens in a new tab)\" href=\"https:\/\/youtu.be\/cUTMhmVh1qs?t=7777\" target=\"_blank\">incroyable<\/a><\/em><a rel=\"noreferrer noopener\" aria-label=\"L'IA a-t-elle gagn\u00e9 gr\u00e2ce \u00e0 ses avantages de machine ? La vitesse de jeu d'AlphaStar \u00e9tait similaire \u00e0 celle d'un humain, avec un temps de r\u00e9action moyen de 300 ms (pour constater, prendre une d\u00e9cision, et agir). Le nombre d'actions par minute \u00e9tait m\u00eame inf\u00e9rieur. Deux avantages clairs sont toutefois en faveur de la machine : la pr\u00e9cision de chaque clic sur chaque unit\u00e9 est parfaite, ce qui a permis une gestion d'unit\u00e9 &quot;incroyable&quot;, selon MaNa. De l'autre, la vision d'AlphaStar \u00e9tait globale, alors que l'humain est limit\u00e9 par la taille de son \u00e9cran, devant d\u00e9cider o\u00f9 regarder au meilleur moment. (opens in a new tab)\" href=\"https:\/\/youtu.be\/cUTMhmVh1qs?t=7777\" target=\"_blank\">&#8220;<\/a>, selon MaNa. De l&#8217;autre, la vision d&#8217;AlphaStar \u00e9tait globale, alors que l&#8217;humain est limit\u00e9 par la taille de son \u00e9cran, devant d\u00e9cider o\u00f9 regarder au meilleur moment.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img alt=\"Image 3 : DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#039;entrainement en 15 jours\" decoding=\"async\" width=\"2506\" height=\"1410\" src=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3.jpg\" alt=\"\" class=\"wp-image-505290\" srcset=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3.jpg 2506w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-300x169.jpg 300w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-1024x576.jpg 1024w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-150x84.jpg 150w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-200x113.jpg 200w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-250x141.jpg 250w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-350x197.jpg 350w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-400x225.jpg 400w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-450x253.jpg 450w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-500x281.jpg 500w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-550x309.jpg 550w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-600x338.jpg 600w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-640x360.jpg 640w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-710x399.jpg 710w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-755x425.jpg 755w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-3-1320x743.jpg 1320w\" sizes=\"(max-width: 2506px) 100vw, 2506px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Derni\u00e8re victoire contre un nouvel agent<\/h3>\n\n\n\n<p>Les 9 premiers matchs furent enregistr\u00e9s mi d\u00e9cembre. Et diffus\u00e9s en partie hier sur Youtube. Tous les replays sont disponibles sur cette page, chez DeepMind. Une derni\u00e8re chance pour MaNa s&#8217;est jou\u00e9e hier en direct, contre un tout nouvel agent reparti de z\u00e9ro pour son entra\u00eenement. Selon Google, cet agent est devenu aussi fort que les pr\u00e9c\u00e9dents, alors qu&#8217;il \u00e9tait cette fois limit\u00e9 par un champ de vision \u00e9gal \u00e0 celui de l&#8217;humain dans le jeu (incapable d&#8217;observer la totalit\u00e9 de la carte).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img alt=\"Image 4 : DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#039;entrainement en 15 jours\" decoding=\"async\" width=\"2529\" height=\"1423\" src=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7.jpg\" alt=\"\" class=\"wp-image-505302\" srcset=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7.jpg 2529w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-300x169.jpg 300w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-1024x576.jpg 1024w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-150x84.jpg 150w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-200x113.jpg 200w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-250x141.jpg 250w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-350x197.jpg 350w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-400x225.jpg 400w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-450x253.jpg 450w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-500x281.jpg 500w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-550x309.jpg 550w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-600x338.jpg 600w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-640x360.jpg 640w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-710x399.jpg 710w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-755x425.jpg 755w, https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/tlo-deepmind-starcraft-7-1320x743.jpg 1320w\" sizes=\"(max-width: 2529px) 100vw, 2529px\" \/><\/figure>\n\n\n\n<p>C&#8217;est justement ce qui a profit\u00e9 \u00e0 MaNa dans cette partie. Le joueur n&#8217;\u00e9tait pourtant pas pr\u00e9venu des capacit\u00e9s restreintes du nouvel agent. Il a choisi de harceler AlphaStar derri\u00e8re sa base, ce qui a cr\u00e9\u00e9 la confusion pour la machine, tout en prenant soin de bien se tenir au courant des faits et geste de l&#8217;IA sur le terrain. La victoire fut difficile, mais franche \u00e0 la fin de la partie. A MaNa de conclure : &#8220;<em>J&#8217;ai r\u00e9alis\u00e9 \u00e0 quel point mon style de jeu consiste \u00e0 provoquer l&#8217;erreur et exploiter les r\u00e9actions humaines, donc cette exp\u00e9rience a plac\u00e9 le jeu sous une autre perspective pour moi<\/em>&#8220;. On a h\u00e2te de voir les futures confrontations !<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Il y a toutefois un \"mais\"...<\/p>","protected":false},"author":7,"featured_media":505283,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"ep_exclude_from_search":false,"footnotes":""},"categories":[487],"tags":[550],"hubs":[],"acf":{"display_mode":"big-img","post_show_excerpt":true,"post_source":"","hide_sidebar":false,"hide_advertising":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v22.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#039;entrainement en 15 jours<\/title>\n<meta name=\"description\" content=\"Il y a toutefois un &quot;mais&quot;...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#039;entrainement en 15 jours\" \/>\n<meta property=\"og:description\" content=\"Il y a toutefois un &quot;mais&quot;...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/\" \/>\n<meta property=\"og:site_name\" content=\"Tom\u2019s Hardware\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/TomsHardwareFrance\/\" \/>\n<meta property=\"article:published_time\" content=\"2019-01-25T07:30:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-07-25T11:30:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1320\" \/>\n\t<meta property=\"og:image:height\" content=\"772\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Bruno Cormier\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@https:\/\/twitter.com\/BrunoCormier\" \/>\n<meta name=\"twitter:site\" content=\"@tomshardware_fr\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/\"},\"author\":{\"name\":\"Bruno Cormier\",\"@id\":\"https:\/\/www.tomshardware.fr\/#\/schema\/person\/ab1f7e0590c5933b8d2513da5bc9b77e\"},\"headline\":\"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#8217;entrainement en 15 jours\",\"datePublished\":\"2019-01-25T07:30:08+00:00\",\"dateModified\":\"2023-07-25T11:30:58+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/\"},\"wordCount\":636,\"commentCount\":4,\"publisher\":{\"@id\":\"https:\/\/www.tomshardware.fr\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg\",\"keywords\":[\"Google\"],\"articleSection\":[\"Actualit\u00e9\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/\",\"url\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/\",\"name\":\"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d'entrainement en 15 jours\",\"isPartOf\":{\"@id\":\"https:\/\/www.tomshardware.fr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg\",\"datePublished\":\"2019-01-25T07:30:08+00:00\",\"dateModified\":\"2023-07-25T11:30:58+00:00\",\"description\":\"Il y a toutefois un \\\"mais\\\"...\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage\",\"url\":\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg\",\"contentUrl\":\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg\",\"width\":1320,\"height\":772},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.tomshardware.fr\/#website\",\"url\":\"https:\/\/www.tomshardware.fr\/\",\"name\":\"Tom\u2019s Hardware\",\"description\":\"Toute l&#039;info hardware et gaming !\",\"publisher\":{\"@id\":\"https:\/\/www.tomshardware.fr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.tomshardware.fr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.tomshardware.fr\/#organization\",\"name\":\"Tom\u2019s Hardware\",\"url\":\"https:\/\/www.tomshardware.fr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.tomshardware.fr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2023\/06\/th.png\",\"contentUrl\":\"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2023\/06\/th.png\",\"width\":1000,\"height\":1000,\"caption\":\"Tom\u2019s Hardware\"},\"image\":{\"@id\":\"https:\/\/www.tomshardware.fr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/TomsHardwareFrance\/\",\"https:\/\/x.com\/tomshardware_fr\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.tomshardware.fr\/#\/schema\/person\/ab1f7e0590c5933b8d2513da5bc9b77e\",\"name\":\"Bruno Cormier\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.tomshardware.fr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/a08bb358c2a9fc36265e8f3225c5de08?s=64&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/a08bb358c2a9fc36265e8f3225c5de08?s=64&d=mm&r=g\",\"caption\":\"Bruno Cormier\"},\"description\":\"R\u00e9dacteur en chef\",\"sameAs\":[\"https:\/\/x.com\/https:\/\/twitter.com\/BrunoCormier\"],\"url\":\"https:\/\/www.tomshardware.fr\/author\/bruno-cormier\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d'entrainement en 15 jours","description":"Il y a toutefois un \"mais\"...","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/","og_locale":"fr_FR","og_type":"article","og_title":"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d'entrainement en 15 jours","og_description":"Il y a toutefois un \"mais\"...","og_url":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/","og_site_name":"Tom\u2019s Hardware","article_publisher":"https:\/\/www.facebook.com\/TomsHardwareFrance\/","article_published_time":"2019-01-25T07:30:08+00:00","article_modified_time":"2023-07-25T11:30:58+00:00","og_image":[{"width":1320,"height":772,"url":"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg","type":"image\/jpeg"}],"author":"Bruno Cormier","twitter_card":"summary_large_image","twitter_creator":"@https:\/\/twitter.com\/BrunoCormier","twitter_site":"@tomshardware_fr","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#article","isPartOf":{"@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/"},"author":{"name":"Bruno Cormier","@id":"https:\/\/www.tomshardware.fr\/#\/schema\/person\/ab1f7e0590c5933b8d2513da5bc9b77e"},"headline":"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d&#8217;entrainement en 15 jours","datePublished":"2019-01-25T07:30:08+00:00","dateModified":"2023-07-25T11:30:58+00:00","mainEntityOfPage":{"@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/"},"wordCount":636,"commentCount":4,"publisher":{"@id":"https:\/\/www.tomshardware.fr\/#organization"},"image":{"@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage"},"thumbnailUrl":"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg","keywords":["Google"],"articleSection":["Actualit\u00e9"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/","url":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/","name":"DeepMind \u00e9crase deux pros de Starcraft 2 apr\u00e8s 400 ans d'entrainement en 15 jours","isPartOf":{"@id":"https:\/\/www.tomshardware.fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage"},"image":{"@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage"},"thumbnailUrl":"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg","datePublished":"2019-01-25T07:30:08+00:00","dateModified":"2023-07-25T11:30:58+00:00","description":"Il y a toutefois un \"mais\"...","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.tomshardware.fr\/deepmind-alphastar-ecrase-deux-pros-starcraft-2-400-ans-entrainement-15-jours\/#primaryimage","url":"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg","contentUrl":"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2019\/01\/starcraft2.jpg","width":1320,"height":772},{"@type":"WebSite","@id":"https:\/\/www.tomshardware.fr\/#website","url":"https:\/\/www.tomshardware.fr\/","name":"Tom\u2019s Hardware","description":"Toute l&#039;info hardware et gaming !","publisher":{"@id":"https:\/\/www.tomshardware.fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.tomshardware.fr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/www.tomshardware.fr\/#organization","name":"Tom\u2019s Hardware","url":"https:\/\/www.tomshardware.fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.tomshardware.fr\/#\/schema\/logo\/image\/","url":"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2023\/06\/th.png","contentUrl":"https:\/\/www.tomshardware.fr\/content\/uploads\/sites\/3\/2023\/06\/th.png","width":1000,"height":1000,"caption":"Tom\u2019s Hardware"},"image":{"@id":"https:\/\/www.tomshardware.fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/TomsHardwareFrance\/","https:\/\/x.com\/tomshardware_fr"]},{"@type":"Person","@id":"https:\/\/www.tomshardware.fr\/#\/schema\/person\/ab1f7e0590c5933b8d2513da5bc9b77e","name":"Bruno Cormier","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.tomshardware.fr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/a08bb358c2a9fc36265e8f3225c5de08?s=64&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a08bb358c2a9fc36265e8f3225c5de08?s=64&d=mm&r=g","caption":"Bruno Cormier"},"description":"R\u00e9dacteur en chef","sameAs":["https:\/\/x.com\/https:\/\/twitter.com\/BrunoCormier"],"url":"https:\/\/www.tomshardware.fr\/author\/bruno-cormier\/"}]}},"_links":{"self":[{"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/posts\/505287"}],"collection":[{"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/comments?post=505287"}],"version-history":[{"count":2,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/posts\/505287\/revisions"}],"predecessor-version":[{"id":838498,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/posts\/505287\/revisions\/838498"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/media\/505283"}],"wp:attachment":[{"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/media?parent=505287"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/categories?post=505287"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/tags?post=505287"},{"taxonomy":"hubs","embeddable":true,"href":"https:\/\/www.tomshardware.fr\/wp-json\/wp\/v2\/hubs?post=505287"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}