{"id":11282,"date":"2020-11-10T03:50:13","date_gmt":"2020-11-10T03:50:13","guid":{"rendered":"https:\/\/club.informatix.co.jp\/?p=11282"},"modified":"2024-05-03T07:30:58","modified_gmt":"2024-05-03T07:30:58","slug":"%e5%bc%b7%e5%8c%96%e5%ad%a6%e7%bf%92%e3%81%a7%e2%97%8bx%e3%82%b2%e3%83%bc%e3%83%a0-%e7%ac%ac2%e5%9b%9e","status":"publish","type":"post","link":"https:\/\/club.informatix.co.jp\/?p=11282","title":{"rendered":"\u4e09\u76ee\u4e26\u3079\u3067\u5b66\u3076\u5f37\u5316\u5b66\u7fd2\uff5cQ\u5b66\u7fd2\u3068\u5b9f\u88c5\u4f8b\u3092\u89e3\u8aac\uff082\uff09"},"content":{"rendered":"<p>\u5f37\u5316\u5b66\u7fd2\u306e<a href=\"https:\/\/club.informatix.co.jp\/?p=2009\" target=\"_blank\" rel=\"noopener noreferrer\">\u7b2c1\u56de<\/a>\u3067\u306fTic-Tac-Toe\uff08\u4e09\u76ee\u4e26\u3079\u3001\u25cb\u00d7\u30b2\u30fc\u30e0\uff09\u3068\u3044\u3046\u30b2\u30fc\u30e0\u3067Q\u5b66\u7fd2\u306e\u52d5\u4f5c\u3092\u898b\u307e\u3057\u305f\u3002<\/p>\n<p>Tic-Tac-Toe\u306f\u5f37\u5316\u5b66\u7fd2\u3092\u4f7f\u308f\u306a\u3051\u308c\u3070\u89e3\u3051\u306a\u3044\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u4eba\u9593\u304c\u5c11\u3057\u8003\u3048\u308c\u3070\u6700\u5584\u306e\u6226\u7565\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306fTic-Tac-Toe\u306b\u5c11\u3057\u5909\u66f4\u3092\u52a0\u3048\u305fTic-Tac-Toe Reverse\u3068\u3044\u3046\u30b2\u30fc\u30e0\u3092\u5275\u4f5c\u3057\u3066\u3001Q\u5b66\u7fd2\u3067\u653b\u7565\u3059\u308b\u69d8\u5b50\u3092\u898b\u3066\u307f\u307e\u3059\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69e90944bd077\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69e90944bd077\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/club.informatix.co.jp\/?p=11282\/#Tic-Tac-Toe_Reverse\" >Tic-Tac-Toe Reverse<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/club.informatix.co.jp\/?p=11282\/#Tic-Tac-Toe_Reverse-2\" >Tic-Tac-Toe Reverse<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/club.informatix.co.jp\/?p=11282\/#%E5%AE%9F%E9%A8%93\" >\u5b9f\u9a13<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/club.informatix.co.jp\/?p=11282\/#%E3%82%BD%E3%83%BC%E3%82%B9%E3%82%B3%E3%83%BC%E3%83%89\" >\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/club.informatix.co.jp\/?p=11282\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/club.informatix.co.jp\/?p=11282\/#%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\" >\u53c2\u8003\u6587\u732e<\/a><\/li><\/ul><\/nav><\/div>\n\n<h2><span class=\"ez-toc-section\" id=\"Tic-Tac-Toe_Reverse\"><\/span>Tic-Tac-Toe Reverse<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Tic-Tac-Toe Reverse\u306f\u3001Tic-Tac-Toe\u306e\u57fa\u672c\u30eb\u30fc\u30eb\u306b\u300c<strong>\u66f8\u304d\u8fbc\u3093\u3060\u30de\u30b9\u306e\u5468\u56f28\u30de\u30b9\u306e\u25cb\u3068\u00d7\u306e\u72b6\u614b\u3092\u53cd\u8ee2\u3059\u308b<\/strong>\u300d\u3068\u3044\u3046\u30eb\u30fc\u30eb\u3092\u8ffd\u52a0\u3057\u305f\u30b2\u30fc\u30e0\u3067\u3059\u3002<\/p>\n<p>\u901a\u5e38\u306eTic-Tac-Toe\u306f\u3001\u76f8\u624b\u306e\u30de\u30fc\u30af\u304c2\u3064\u4e26\u3093\u3060\u3089\u305d\u306e\u5148\u3092\u6b62\u3081\u308b\u3068\u3044\u3046\u65b9\u91dd\u304c\u898b\u3048\u3084\u3059\u3044\u306e\u3067\u3059\u304c\u3001\u53cd\u8ee2\u306e\u30eb\u30fc\u30eb\u3092\u5165\u308c\u308b\u3053\u3068\u3067\u4eba\u9593\u306e\u76f4\u611f\u3067\u306f\u5f62\u52e2\u304c\u5206\u304b\u308a\u3065\u3089\u304f\u306a\u308b\u3088\u3046\u306a\u52b9\u679c\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u3053\u308c\u3060\u3051\u3067\u306f\u307e\u3060\u6700\u5584\u624b\u304c\u7c21\u5358\u306b\u898b\u3064\u304b\u3063\u3066\u3057\u307e\u3046\u306e\u3067\uff08\u8907\u96d1\u3067\u3059\u304c\u5c11\u3057\u8003\u3048\u308b\u3068\u5f8c\u624b\u5fc5\u52dd\u306b\u306a\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\uff09\u3001\u66f4\u306b<strong>\u30d1\u30b9\u53ef\u80fd<\/strong>\u306e\u30eb\u30fc\u30eb\u3092\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u30eb\u30fc\u30eb\u306e\u8a73\u7d30\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tic-Tac-Toe_Reverse-2\"><\/span>Tic-Tac-Toe Reverse<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Tic-Tac-Toe Reverse\u306e\u30eb\u30fc\u30eb\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u3081\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u76e4\u9762\u306f\u7e26\u6a2a3\u30de\u30b9\u305a\u3064\u306e9\u30de\u30b9<\/li>\n<li>\u6700\u521d\u306f\u5168\u3066\u306e\u30de\u30b9\u304c\u7a7a\u306e\u72b6\u614b<\/li>\n<li>\u5148\u624b\u306f\u00d7\u3092\u3001\u5f8c\u624b\u306f\u25cb\u3092\u4ea4\u4e92\u306b\u7a7a\u306e\u30de\u30b9\u306b\u66f8\u304d\u8fbc\u3093\u3067\u3044\u304f<\/li>\n<li><strong>\u66f8\u304d\u8fbc\u3093\u3060\u30de\u30b9\u306e\u5468\u56f28\u30de\u30b9\u306e\u25cb\u3068\u00d7\u306e\u72b6\u614b\u3092\u53cd\u8ee2\u3059\u308b<\/strong><\/li>\n<li><strong>\u30d1\u30b9\u53ef\u80fd\u3002\u305f\u3060\u3057\u3001\u76f8\u624b\u304c\u30d1\u30b9\u3057\u305f\u76f4\u5f8c\u306e\u30d1\u30b9\u306f\u4e0d\u53ef\u80fd\u3002\u521d\u624b\u306e\u30d1\u30b9\u3082\u4e0d\u53ef\u80fd<\/strong><\/li>\n<li>\u81ea\u5206\u306e\u30de\u30fc\u30af\u3092\u7e26\u6a2a\u659c\u3081\u306e\u3044\u305a\u308c\u304b\u4e00\u5217\u30673\u3064\u4e26\u3079\u305f\u65b9\u304c\u52dd\u3061<\/li>\n<li><strong>\u540c\u6642\u306b\u81ea\u5206\u3068\u76f8\u624b\u306e\u30de\u30fc\u30af\u304c\u4e00\u5217\u306b3\u3064\u4e26\u3093\u3060\u5834\u5408\u306f\u5f15\u304d\u5206\u3051<\/strong><\/li>\n<li>\u52dd\u6557\u304c\u6c7a\u305b\u305a\u306b9\u30de\u30b9\u5168\u3066\u304c\u57cb\u307e\u3063\u305f\u3089\u5f15\u304d\u5206\u3051<\/li>\n<\/ul>\n<div id=\"attachment_2108\" style=\"width: 443px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-2108\" class=\"aligncenter size-full wp-image-11283\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/tictactoe_reverse.png\" alt=\"\" width=\"433\" height=\"152\" srcset=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/tictactoe_reverse.png 433w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/tictactoe_reverse-300x105.png 300w\" sizes=\"(max-width: 433px) 100vw, 433px\" \/><p id=\"caption-attachment-2108\" class=\"wp-caption-text\">\u56f31. Tic-Tac-Toe Reverse\u306e\u52d5\u304d\u306e\u4f8b<\/p><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93\"><\/span>\u5b9f\u9a13<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u524d\u56de\u540c\u69d8\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\\(\\gamma=0.9, \\alpha=0.1, \\varepsilon=0.5\\)\u3067\u540c\u3058\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u540c\u58eb\u306e10\u4e07\u56de\u306e\u30b2\u30fc\u30e0\u3067\u5b66\u7fd2\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u4ee5\u4e0b\u306e\u30b0\u30e9\u30d5\u306f\u30e9\u30f3\u30c0\u30e0\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30681000\u30b2\u30fc\u30e0\u524d\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u305d\u308c\u305e\u308c\u3068\u306e\u5bfe\u6226\u7d50\u679c\u3067\u3059\u3002<\/p>\n<p>\u9752\u304c\u52dd\u3061\u3001\u6a59\u304c\u5f15\u304d\u5206\u3051\u3001\u7dd1\u304c\u8ca0\u3051\u3067\u3059\u3002<\/p>\n<div id=\"attachment_11300\" style=\"width: 835px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-11300\" class=\"wp-image-11300 size-full\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2.png\" alt=\"\" width=\"825\" height=\"524\" srcset=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2.png 825w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2-300x191.png 300w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2-768x488.png 768w\" sizes=\"(max-width: 825px) 100vw, 825px\" \/><p id=\"caption-attachment-11300\" class=\"wp-caption-text\">\u56f32: \u5b9f\u9a13\u7d50\u679c<\/p><\/div>\n<p>\u5b66\u7fd2\u306e\u521d\u671f\u306e\u6bb5\u968e\u3067\u65e2\u306b\u30e9\u30f3\u30c0\u30e0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u306f\u5f8c\u624b\u3067\u3082\u5148\u624b\u3067\u3082\u307b\u3068\u3093\u3069\u52dd\u3066\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3088\u308a\u7d30\u304b\u304f\u898b\u308b\u3068\u3001\u5f8c\u624b\u306e\u5834\u5408\u306f\u5b66\u7fd27\u4e07\u30b2\u30fc\u30e0\u4ee5\u964d\u306f100%\u52dd\u3063\u3066\u304a\u308a\u3001\u5148\u624b\u306e\u5834\u5408\u306f6\u4e07\u30b2\u30fc\u30e0\u4ee5\u964d\u306f\u52dd\u738797.5%\u4ee5\u4e0a\u3067\u5b89\u5b9a\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u8ca0\u3051\u304c\u306a\u304f\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<div id=\"attachment_11301\" style=\"width: 847px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-11301\" class=\"wp-image-11301 size-full\" src=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2-2.png\" alt=\"\" width=\"837\" height=\"263\" srcset=\"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2-2.png 837w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2-2-300x94.png 300w, https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/result100k_2-2-768x241.png 768w\" sizes=\"(max-width: 837px) 100vw, 837px\" \/><p id=\"caption-attachment-11301\" class=\"wp-caption-text\">\u56f33: \u5b9f\u9a13\u7d50\u679c(\u62e1\u5927)<\/p><\/div>\n<p>\u904e\u53bb\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u5bfe\u6226\u306f\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u5b66\u7fd2\u306e\u521d\u671f\u3092\u9664\u3044\u3066\u5148\u624b\u304c\u8ca0\u3051\u30fb\u5f8c\u624b\u304c\u52dd\u3061\u306e\u7d50\u679c\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u7d50\u679c\u3092\u898b\u308b\u9650\u308a\u3001\u3069\u3046\u3084\u3089\u3053\u306e\u30b2\u30fc\u30e0\u306f\u4e92\u3044\u306b\u6700\u5584\u624b\u3092\u53d6\u3063\u305f\u5834\u5408\u3001\u5f8c\u624b\u304c\u5fc5\u52dd\u306b\u306a\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%BD%E3%83%BC%E3%82%B9%E3%82%B3%E3%83%BC%E3%83%89\"><\/span>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4eca\u56de\u3082Python\u3067\u5b9f\u88c5\u3057\u305f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u4ee5\u4e0b\u306e\u5834\u6240\u3067\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/informatix-inc\/q-tic-tac-toe\" target=\"_blank\" rel=\"noopener noreferrer\">\uff08Github\uff09informatix-inc\/q-tic-tac-toe: \u5f37\u5316\u5b66\u7fd2(Q\u5b66\u7fd2)\u3067Tic-Tac-Toe\u3092\u653b\u7565\u3059\u308b\u5b9f\u88c5\u4f8b<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4eca\u56de\u306fTic-Tac-Toe Reverse\u3068\u3044\u3046\u30b2\u30fc\u30e0\u3092\u4f5c\u308a\u3001Q\u5b66\u7fd2\u3055\u305b\u305f\u69d8\u5b50\u3092\u78ba\u304b\u3081\u307e\u3057\u305f\u3002<\/p>\n<p>\u5f37\u5316\u5b66\u7fd2\u306f\u3001Tic-Tac-Toe Reverse\u306e\u3088\u3046\u306b\u4e8b\u524d\u60c5\u5831\u304c\u306a\u3044\u5275\u4f5c\u30b2\u30fc\u30e0\u306b\u5bfe\u3057\u3066\u3082\u5a01\u529b\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3088\u308a\u8907\u96d1\u306a\u30b2\u30fc\u30e0\u306e\u5834\u5408\u306f\\(Q\\)\u95a2\u6570\u3092\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u72b6\u614b\u306e\u6570\u304c\u81a8\u5927\u3067\u3042\u308b\u554f\u984c\u3092\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070DeepMind\u306eAlphaGo [2]\u3084AlphaZero [3]\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3067\u5b9f\u88c5\u3055\u308c\u305f\\(Q\\)\u95a2\u6570\u3068\u3001Monte Carlo\u6728\u63a2\u7d22\u3068\u3044\u3046\u624b\u6cd5\u3092\u7528\u3044\u3066\u5b9f\u88c5\u3055\u308c\u3066\u304a\u308a\u3001AlphaZero\u306f2017\u5e74\u306b\u304a\u3044\u3066\u56f2\u7881\u30fb\u5c06\u68cb\u30fb\u30c1\u30a7\u30b9\u305d\u308c\u305e\u308c\u306e\u6700\u9ad8\u30ec\u30d9\u30eb\u306eAI\u3092\u7279\u5b9a\u6761\u4ef6\u4e0b\u3067\u7834\u3063\u305f\u5b9f\u7e3e\u3092\u6b8b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"st-header-flexwrap\" style=\"height: auto; width: 100%; box-sizing: border-box; background-color: #efefef; border-radius: 5px; border: solid #ccc 1px; padding: 20px; margin-bottom: 0px;\">\n<div class=\"st-header-flexbox\">\n<p class=\"st-header-flextitle\" style=\"font-size: 110%; color: #000;\">\u7269\u4f53\u691c\u51fa\u306a\u3069AI\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306b\u95a2\u3059\u308b\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u3092\u627f\u3063\u3066\u3044\u307e\u3059<\/p>\n<p><span class=\"st-mybtn st-mybtn-mini\"><a style=\"background: #01579b; border-radius: 5px; font-weight: normal; color: #fff; box-shadow: 0 3px 0 #01579b;\" href=\"https:\/\/www.informatix.co.jp\/contact-us\/\" target=\"_blank\" rel=\"noopener\">\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044<i class=\"fa fa-after fa-angle-right st-css-no\" aria-hidden=\"true\"><\/i><\/a><\/span><\/p>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\"><\/span>\u53c2\u8003\u6587\u732e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>[1] Richard S. Sutton and Andrew G. Barto. <em>Reinforcement Learning: An Introduction<\/em>. The MIT Press A Bradford Book, 2018.<\/p>\n<p>[2] David Silver, Aja Huang, Chris J. Maddison, Arthur Guez, Laurent Sifre, George van den Driessche, Julian Schrittwieser, Ioannis Antonoglou, Veda Panneershelvam, Marc Lanctot, Sander Dieleman, Dominik Grewe, John Nham, Nal Kalchbrenner, Ilya Sutskever, Timothy Lillicrap, Madeleine Leach, Koray Kavukcuoglu, Thore Graepel &amp; Demis Hassabis. Mastering the game of Go with deep neural networks and tree search. Nature volume 529, pages484\u2013489, 2016.<\/p>\n<p>[3] David Silver, Thomas Hubert, Julian Schrittwieser, Ioannis Antonoglou, Matthew Lai, Arthur Guez, Marc Lanctot, Laurent Sifre, Dharshan Kumaran, Thore Graepel, Timothy Lillicrap, Karen Simonyan, Demis Hassabis. <em>A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play<\/em>. Science 07 Dec 2018: Vol. 362, Issue 6419, pp. 1140-1144, 2018.<br \/>\n<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f37\u5316\u5b66\u7fd2\u306e\u7b2c1\u56de\u3067\u306fTic-Tac-Toe\uff08\u4e09\u76ee\u4e26\u3079\u3001\u25cb\u00d7\u30b2\u30fc\u30e0\uff09\u3068\u3044\u3046\u30b2\u30fc\u30e0\u3067Q\u5b66\u7fd2\u306e\u52d5\u4f5c\u3092\u898b\u307e\u3057\u305f\u3002 Tic-Tac-Toe\u306f\u5f37\u5316\u5b66\u7fd2\u3092\u4f7f\u308f\u306a\u3051\u308c\u3070\u89e3\u3051\u306a\u3044\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u4eba\u9593\u304c\u5c11\u3057\u8003\u3048\u308c\u3070\u6700\u5584\u306e\u6226 &#8230; <\/p>\n","protected":false},"author":13,"featured_media":11283,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[589,4],"tags":[],"class_list":["post-11282","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-4"],"jetpack_featured_media_url":"https:\/\/club.informatix.co.jp\/wp-content\/uploads\/2020\/11\/tictactoe_reverse.png","_links":{"self":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/11282","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=11282"}],"version-history":[{"count":24,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/11282\/revisions"}],"predecessor-version":[{"id":20094,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/11282\/revisions\/20094"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=\/wp\/v2\/media\/11283"}],"wp:attachment":[{"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=11282"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=11282"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/club.informatix.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=11282"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}