{"id":1990,"date":"2025-05-25T19:54:49","date_gmt":"2025-05-25T10:54:49","guid":{"rendered":"https:\/\/www.dogrow.net\/nnet\/?p=1990"},"modified":"2025-06-11T22:52:09","modified_gmt":"2025-06-11T13:52:09","slug":"blog50%e3%80%90othello-ai%e3%80%91cvr-9000%e3%81%ab%e5%88%b0%e9%81%94","status":"publish","type":"post","link":"https:\/\/www.dogrow.net\/nnet\/blog50%e3%80%90othello-ai%e3%80%91cvr-9000%e3%81%ab%e5%88%b0%e9%81%94\/","title":{"rendered":"(50)\u3010Othello AI\u3011DQN\u3067 CvR 9000\u306b\u5230\u9054"},"content":{"rendered":"<p>\u524d\u56de\u3001\u524d\u3005\u56de\u306e\u6295\u7a3f\u306e\u7d9a\u304d\u3067\u3059\u3002<br \/>\n\u524d\u56de\u3000\uff1a <a href=\"https:\/\/www.dogrow.net\/nnet\/blog46%e3%80%90othello-ai%e3%80%91%e3%82%aa%e3%82%bb%e3%83%adai%e3%81%ab%e3%82%82%e7%9b%b8%e6%80%a7%e3%81%8c%e3%81%82%e3%82%8b%e3%80%82\/\" target=\"_blank\">(46)\u3010Othello AI\u3011\u30aa\u30bb\u30edAI\u306b\u3082\u76f8\u6027\u304c\u3042\u308b\u3002<\/a><br \/>\n\u524d\u3005\u56de\uff1a <a href=\"https:\/\/www.dogrow.net\/nnet\/blog45%e3%80%90pytorch%e3%80%91%e5%bc%b7%e5%8c%96%e5%ad%a6%e7%bf%92%e3%81%a7%e3%82%aa%e3%82%bb%e3%83%adai%e3%82%92%e4%bd%9c%e3%82%8b%e3%80%82\/\" target=\"_blank\">(45)\u3010Othello AI\u3011\u5f37\u5316\u5b66\u7fd2\u3067\u30aa\u30bb\u30edAI\u3092\u4f5c\u308b\u3002<\/a><\/p>\n<h1 class=\"my_h\">\u52dd\u624b\u306b\u4f5c\u3063\u305f\u6307\u6a19 CvR<\/h1>\n<p><span class='my_fc_deeppinkBBig'>CvR 10000<\/span> : <span class='my_fc_deeppink'>COM vs Random 10000\u56de\u5bfe\u6226\u6642\u306e\u52dd\u5229\u6570 \u3092\u8868\u3059\u3002<\/span><br \/>\n\u500b\u4eba\u7684\u306b\u306f\u3053\u308c\u3092 Level \u3068\u547c\u3093\u3067\u3044\u308b\u3002<br \/>\n\u3000<span class='my_fc_deeppinkBBig'>Lv.8000<\/span> \u306f\u3001Random\u6307\u3057\u624b\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u76f8\u624b\u306b <span class='my_fc_deeppinkBBig'>10000\u6226\u3057\u3066 8000\u52dd\u306e\u5b9f\u7e3e<\/span> \u3068\u3044\u3046\u3053\u3068\u3060\u3002<\/p>\n<div class='my_fs_big2'><span class='my_fc_redB'>Q.<\/span> \u306a\u305c \uff05 \u3058\u3083\u306a\u3044\u306e\u304b\uff1f<br \/>\n<span class='my_fc_blueB'>A.<\/span> \u4f5c\u308a\u624b\u306e\u6c17\u5206\u3068\u3057\u3066\u3001\u5927\u304d\u306a\u6570\u5b57\u304c\u51fa\u308b\u3068\u5b09\u3057\u3044\u304b\u3089\u3067\u3059\u30028000\u3068\u304b 9000\u3068\u304b&#8230;<\/div>\n<p>\u4eca\u56de\u3088\u3046\u3084\u304f <span class='my_fc_deeppinkBBig'>Lv.9000<\/span> \u306b\u5230\u9054\u3057\u305f\u306e\u3067\u8a18\u5ff5\u306b\u8a18\u9332\u3057\u3066\u304a\u304f\u3002<\/p>\n<h1 class=\"my_h\">CvR 9000 \u9054\u6210\u306e\u5834\u9762<\/h1>\n<p>\u5b89\u5b9a\u3057\u3066 9000\u524d\u5f8c\u306e\u5024\u304c\u51fa\u308b\uff01<br \/>\n<span class='my_fc_deeppinkBBig'>\u6700\u9ad8\u5024\u306f 9006<\/span> \u3060\u3063\u305f\u3002<\/p>\n<pre class='my_pre_bgBlack'>\r\n$ <span class='my_fc_yellow'>python main_CvR.py --p $P --n 10000<\/span>\r\n\u5bfe\u6226\u6570: 10000\r\nAI \u52dd\u5229\u6570      : <span class='my_fc_lightpink'>9006<\/span>\r\n\u30e9\u30f3\u30c0\u30e0 \u52dd\u5229\u6570: 734\r\n\u5f15\u304d\u5206\u3051       : 260\r\nAI(A) \u52dd\u7387     : 92.46%\r\n\r\n$ <span class='my_fc_yellow'>python main_CvR.py --p $P --n 10000<\/span>\r\n\u5bfe\u6226\u6570: 10000\r\nAI \u52dd\u5229\u6570      : 8965\r\n\u30e9\u30f3\u30c0\u30e0 \u52dd\u5229\u6570: 726\r\n\u5f15\u304d\u5206\u3051       : 309\r\nAI(A) \u52dd\u7387     : 92.51%\r\n\r\n$ <span class='my_fc_yellow'>python main_CvR.py --p $P --n 10000<\/span>\r\n\u5bfe\u6226\u6570: 10000\r\nAI \u52dd\u5229\u6570      : <span class='my_fc_lightpink'>9003<\/span>\r\n\u30e9\u30f3\u30c0\u30e0 \u52dd\u5229\u6570: 701\r\n\u5f15\u304d\u5206\u3051       : 296\r\nAI(A) \u52dd\u7387     : 92.78%\r\n\r\n$ <span class='my_fc_yellow'>python main_CvR.py --p $P --n 10000<\/span>\r\n\u5bfe\u6226\u6570: 10000\r\nAI \u52dd\u5229\u6570      : 8994\r\n\u30e9\u30f3\u30c0\u30e0 \u52dd\u5229\u6570: 714\r\n\u5f15\u304d\u5206\u3051       : 292\r\nAI(A) \u52dd\u7387     : 92.65%\r\n<\/pre>\n<p>\u76ee\u6a19\u306e <span class='my_fs_big2B'>CvR 9500<\/span> \u307e\u3067\u3042\u3068 494\uff01<br \/>\n4\u65e5\u524d\u306e\u521d\u7248\u306e\u8a18\u9332\u304c <span class='my_fs_big2B'>CvR 8109<\/span> \u3060\u304b\u3089\u3001\u77ed\u671f\u9593\u3067\u968f\u5206\u3068\u9032\u5316\u3057\u305f\u3068\u559c\u3073\u305f\u3044\u3002<\/p>\n<p>\u3067\u3082&#8230;<br \/>\n\u30e9\u30f3\u30c0\u30e0\u6307\u3057\u624b\u3092\u76f8\u624b\u306b\u5f15\u304d\u5206\u3051\u6570\u304c\u591a\u3044\u306e\u304c\u6c17\u306b\u306a\u308b\u306a\u3041\u3002<\/p>\n<h1 class=\"my_h\">\u5144\u5f1f\u30e2\u30c7\u30eb\u305f\u3061\u3068\u306e\u5bfe\u6226\u7d50\u679c<\/h1>\n<p>\u4eca\u65e5\u6642\u70b9\u3067\u6b8b\u3063\u3066\u3044\u308b\u5168 157\u30e2\u30c7\u30eb\u306e\u7dcf\u5f53\u305f\u308a\u6226\u3092\u884c\u3063\u305f\u3002<br \/>\nCvR 7500\u672a\u6e80\u306e\u30e2\u30c7\u30eb\u306f\u3059\u3079\u3066\u5009\u5eab\u884c\u304d\u3067\u59ff\u3092\u6d88\u3057\u3001\u6b8b\u3063\u305f\u3069\u308c\u3082\u304c\u9ad8 CvR\u5024\u306e\u5f37\u8005\u305e\u308d\u3044\uff08\uff1f\uff09\u3060\u3002<\/p>\n<p>157\u30e2\u30c7\u30eb\u306e\u7dcf\u5f53\u305f\u308a\u6226\u306e\u8a66\u5408\u6570\u306f\u3001<br \/>\n<span class='my_fc_crimsonBBig'>(157 x 156 \/ 2) x 2(\u5148\u653b,\u5f8c\u653b) = 24,492\u8a66\u5408<\/span><\/p>\n<p><span class='my_fc_redBBig'>\u4f55\u6642\u9593\u304b\u304b\u308b\u3093\u3060\u308d\u3046\u304b\u30fb\u30fb\u30fb<\/span><br \/>\n\u3068\u5fc3\u914d\u3057\u3066\u3044\u305f\u304c\u3001<a class=\"my_fs_big2\" href=\"https:\/\/amzn.to\/3HnYCFG\" target=\"_blank\">NVIDIA GeForce RTX 5070ti<\/a> \u306e\u30d1\u30ef\u30fc\u3092\u4f7f\u3063\u305f\u3089 <span class='my_fc_deeppinkBBig'>4\u5206\u307b\u3069<\/span> \u3067\u5168\u8a66\u5408\u304c\u5b8c\u4e86\u3057\u305f\u3002<\/p>\n<p><span class='my_fc_deeppinkBBig'>\u5165\u529b\u30c7\u30fc\u30bf\u6570\u304c\u591a\u304f\u3001\u8907\u96d1\u306a\u9006\u4f1d\u64ad\u3092\u8d70\u3089\u305b\u308b training \u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308b\u304c\u3001<br \/>\n\u305f\u3063\u305f\u306e 1\u500b\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u9806\u4f1d\u64ad\u3057\u304b\u8d70\u3089\u305b\u306a\u3044\u63a8\u8ad6\u306b\u306f\u3001\u305d\u308c\u307b\u3069\u30de\u30b7\u30f3\u30d1\u30ef\u30fc\u3092\u8981\u3057\u306a\u3044\u3002<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/05\/i1-3.jpg\" alt=\"\" class='my_add_bs1' \/><\/p>\n<p>\u4eca\u56de <span class='my_fc_deeppinkBBig'>Lv.9006 \u3092\u9054\u6210\u3057\u305f model #188<\/span> \u306f\u3001157\u30e2\u30c7\u30eb\u306e\u7dcf\u5f53\u305f\u308a\u6226\u30e9\u30f3\u30ad\u30f3\u30b0 <span class='my_fc_deeppinkBBig'>\u7b2c\uff13\u4f4d<\/span> \u3060\u3002<br \/>\n\u3000\u3000<span class='my_fs_big3 my_fw_bold'>193\u52dd 108\u6557 11\u5f15\u5206 \u52dd\u738764.1%<\/span><br \/>\n\u3000\u3000<span class='my_fc_deeppinkBBig'>\u52dd\u5229\u6570 3\u4f4d\u3001CvR 1\u4f4d<\/span> \u3068\u5b89\u5b9a\u306e\u5f37\u8005\u3060\u3002<\/p>\n<h1 class=\"my_h\">\u524d\u56de\u306e\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3\u306f\uff1f<\/h1>\n<p>\u524d\u56de\u6295\u7a3f\uff1a <a href=\"https:\/\/www.dogrow.net\/nnet\/blog46%e3%80%90othello-ai%e3%80%91%e3%82%aa%e3%82%bb%e3%83%adai%e3%81%ab%e3%82%82%e7%9b%b8%e6%80%a7%e3%81%8c%e3%81%82%e3%82%8b%e3%80%82\/\" target=\"_blank\">(46)\u3010Othello AI\u3011\u30aa\u30bb\u30edAI\u306b\u3082\u76f8\u6027\u304c\u3042\u308b\u3002<\/a><br \/>\n4\u65e5\u524d\u306e 74\u30e2\u30c7\u30eb\u7dcf\u5f53\u305f\u308a\u6226\u306e <span class='my_fc_deeppinkBBig'>\u524d\u56de\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3 Lv.8314 model #37<\/span> \u306f\u3001\u65e7\u30e2\u30c7\u30eb\u306a\u304c\u3089 <span class='my_fc_deeppinkBBig'>\u7b2c14\u4f4d<\/span> \u3068\u5065\u95d8\u3057\u305f\u3002<br \/>\n\u3000\u3000<span class='my_fs_big3 my_fw_bold'>186\u52dd 114\u6557 12\u5f15\u5206 \u52dd\u738762.0%<\/span><br \/>\n\u7d50\u679c\u3060\u3051\u3092\u898b\u308b\u3068\u3001Lv.9006 \u306e\u30e2\u30c7\u30eb\u3068\u3042\u307e\u308a\u5dee\u304c\u7121\u3044\u306a\u30fb\u30fb\u30fb<br \/>\n\u4eca\u56de\u306e\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3\u3067\u3042\u308b model #102 \u3068\u306e\u76f4\u63a5\u5bfe\u6c7a\u306e\u7d50\u679c\u3082\u3000<span class='my_fs_big1 my_fw_bold'>18\u25b318\u300017\u25cf19<\/span>\u3000\u3068\u63a5\u6226\u3060\u3063\u305f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/05\/i2-2.jpg\" alt=\"\" class='my_add_bs1' \/><\/p>\n<h1 class=\"my_h\">\u3044\u3056\uff01\u4eba\u9593\uff08\u79c1\uff09\u3068\u5bfe\u6226\uff01<\/h1>\n<p><span class='my_fc_blueBBig'>\u3053\u3044\u3064\u5f37\u3048\u3047\u3047\u3047<\/span><span class='my_fs_big5'>\ud83d\ude30<\/span><\/p>\n<p><span class='my_fs_big3'>\u3068\u8a00\u308f\u305b\u3066\u304f\u308c\u308b\u3053\u3068\u3092\u671f\u5f85\u3057\u3066\u5bfe\u6226\u3059\u308b\u3068\u30fb\u30fb\u30fb<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/05\/vs_cvr9006.jpg\" alt=\"\" class='my_add_bs1' \/><\/p>\n<p>\u307e\u305f\u3082\u3084<br \/>\n<span class='my_fc_redBBig'>\u306a\u3093\u3058\u3083\u3053\u308a\u3083\uff5e<\/span><br \/>\n\u3068\u58f0\u304c\u51fa\u3066\u3057\u307e\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3057\u305f\u30fb\u30fb\u30fb<\/p>\n<p>\u5f31\u3044\u3001\u5f31\u3059\u304e\u308b\u30fb\u30fb\u30fb<\/p>\n<p>\u3069\u3046\u3084\u3063\u305f\u3089\u5f37\u304f\u306a\u308b\u3093\u3060\u308d\u3046\u30fb\u30fb\u30fb<\/p>\n<p>\u4eca\u306f Deep QNet + Min-Max\u6cd5\u5b9f\u88c5\u3092 \u03b1\u03b2\u6cd5\u3067\u9ad8\u901f\u5316\u3057\u3066\u3044\u308b\u4f5c\u696d\u4e2d\u3060\u304c\u3001\u5168\u7136\u5f37\u304f\u306a\u3089\u306a\u3044\u30fb\u30fb\u30fb<br \/>\n\u3057\u304b\u3082\u3001\u63a2\u7d22\u6df1\u5ea6\u3092\u4e0a\u3052\u308b\u3068 RTX 5070ti \u3067\u306f\u4f7f\u3044\u7269\u306b\u306a\u3089\u306a\u3044\u304f\u3089\u3044\u306b\u5b66\u7fd2\u6642\u9593\u304c\u81a8\u5927\u306b\u306a\u308b\u30fb\u30fb\u30fb<\/p>\n<h1 class=\"my_h\">\u6240\u611f<\/h1>\n<div class='my_fs_big2'>\u672c\u5f53\u306f\u3001\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u3057\u3063\u304b\u308a\u3068\u30d6\u30ed\u30b0\u306b\u8a18\u9332\u3057\u3066\u304a\u304d\u305f\u3044\u306e\u3060\u3051\u308c\u3069\u3082\u3001<br \/>\n\u305d\u308c\u3088\u308a\u3082\u624b\u3092\u52d5\u304b\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u308a\u305f\u3044\u6c17\u6301\u3061\u304c\u52dd\u308a\u3001<br \/>\n\u5168\u7136\u8a18\u9332\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u3002\u3002<\/p>\n<p>\u3044\u3064\u304b<br \/>\n<span class='my_fc_deeppinkBBig'>\u3053\u3044\u3064\u5f37\u3044\u305e\uff01<\/span><br \/>\n\u3063\u3066\u601d\u3048\u308b\u30e2\u30c7\u30eb\u304c\u51fa\u6765\u4e0a\u304c\u3063\u305f\u65e5\u306b\u306f\u3001\u3086\u3063\u304f\u308a\u3068\u632f\u308a\u8fd4\u3063\u3066<br \/>\n\u6226\u8853\u306e\u8a66\u884c\u932f\u8aa4\u30fb\u7d06\u4f59\u66f2\u6298\u306a\u3069\u306a\u3069\u3001\u5236\u4f5c\u306e\u904e\u7a0b\u3092\u8a18\u9332\u3057\u3066\u304a\u304d\u305f\u3044&#8230;\n<\/div>\n<hr class=\"my_hr_bottom\">\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u56de\u3001\u524d\u3005\u56de\u306e\u6295\u7a3f\u306e\u7d9a\u304d\u3067\u3059\u3002 \u524d\u56de\u3000\uff1a (46)\u3010Othello AI\u3011\u30aa\u30bb\u30edAI\u306b\u3082\u76f8\u6027\u304c\u3042\u308b\u3002 \u524d\u3005\u56de\uff1a (45)\u3010Othello AI\u3011\u5f37\u5316\u5b66\u7fd2\u3067\u30aa\u30bb\u30edAI\u3092\u4f5c\u308b\u3002 \u52dd\u624b\u306b\u4f5c\u3063\u305f\u6307\u6a19 CvR CvR 10000 \u2026 <span class=\"read-more\"><a href=\"https:\/\/www.dogrow.net\/nnet\/blog50%e3%80%90othello-ai%e3%80%91cvr-9000%e3%81%ab%e5%88%b0%e9%81%94\/\">\u7d9a\u304d\u3092\u8aad\u3080 &raquo;<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[],"class_list":["post-1990","post","type-post","status-publish","format-standard","hentry","category-othelloai"],"views":808,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts\/1990","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/comments?post=1990"}],"version-history":[{"count":68,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts\/1990\/revisions"}],"predecessor-version":[{"id":2550,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts\/1990\/revisions\/2550"}],"wp:attachment":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/media?parent=1990"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/categories?post=1990"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/tags?post=1990"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}