{"id":5633,"date":"2024-10-04T11:37:32","date_gmt":"2024-10-04T02:37:32","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=5633"},"modified":"2024-10-04T11:37:32","modified_gmt":"2024-10-04T02:37:32","slug":"reinforcement_learning_game_ai","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/reinforcement_learning_game_ai\/","title":{"rendered":"\u5f37\u5316\u5b66\u7fd2\u3067\u9032\u5316\u3059\u308b\u30b2\u30fc\u30e0AI\u306e\u4ed5\u7d44\u307f\u3068\u5fdc\u7528\u4f8b\uff1a\u6b21\u4e16\u4ee3\u30b2\u30fc\u30e0\u958b\u767a\u306e\u53ef\u80fd\u6027"},"content":{"rendered":"\n

\u5f37\u5316\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30b2\u30fc\u30e0AI\u306e\u4ed5\u7d44\u307f\u3084\u5fdc\u7528\u4f8b\u3001\u3055\u3089\u306b\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u307e\u3067\u3092\u89e3\u8aac\u3002\u30b2\u30fc\u30e0\u958b\u767a\u306b\u304a\u3051\u308b\u6700\u65b0\u6280\u8853\u3092\u7406\u89e3\u3057\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n

\u306f\u3058\u3081\u306b<\/h2>\n

\u30b2\u30fc\u30e0AI\u306f\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u304c\u30ea\u30a2\u30eb\u3067\u9b45\u529b\u7684\u306a\u4f53\u9a13\u3092\u5f97\u3089\u308c\u308b\u91cd\u8981\u306a\u8981\u7d20\u306e\u3072\u3068\u3064\u3067\u3059\u3002\u7279\u306b\u6700\u8fd1\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u300c\u5f37\u5316\u5b66\u7fd2\u300d\u306b\u57fa\u3065\u304fAI\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u5f37\u5316\u5b66\u7fd2\u304c\u3069\u306e\u3088\u3046\u306b\u30b2\u30fc\u30e0AI\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u305d\u306e\u4ed5\u7d44\u307f\u3084\u30e1\u30ea\u30c3\u30c8\u3001\u3055\u3089\u306b\u306f\u5c06\u6765\u7684\u306a\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n

\u5f37\u5316\u5b66\u7fd2\u3068\u306f<\/h2>\n

\u5f37\u5316\u5b66\u7fd2\u3068\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08AI\uff09\u304c\u81ea\u3089\u74b0\u5883\u3068\u76f8\u4e92\u4f5c\u7528\u3057\u3001\u5831\u916c\u3092\u5f97\u306a\u304c\u3089\u6700\u9069\u306a\u884c\u52d5\u3092\u5b66\u3093\u3067\u3044\u304f\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u884c\u52d5\u306b\u5408\u308f\u305b\u3066\u5b66\u7fd2\u3092\u9032\u3081\u3001\u3088\u308a\u81ea\u7136\u306a\u5fdc\u7b54\u3084\u5bfe\u6226\u304c\u53ef\u80fd\u306b\u306a\u308b\u70b9\u3067\u975e\u5e38\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

\"\"<\/p>\n\n

\u30b2\u30fc\u30e0AI\u306b\u304a\u3051\u308b\u5f37\u5316\u5b66\u7fd2\u306e\u57fa\u672c<\/h2>\n

\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u30b2\u30fc\u30e0\u958b\u767a\u306e\u73fe\u5834\u3067\u3082\u6570\u591a\u304f\u306eAI\u6280\u8853\u306b\u53d6\u308a\u5165\u308c\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u884c\u52d5\u306b\u5bfe\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5b66\u7fd2\u3092\u9032\u3081\u3001\u3088\u308a\u9069\u5fdc\u529b\u306e\u3042\u308bAI\u3092\u4f5c\u308a\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306b\u57fa\u3065\u304fAI\u3092\u5927\u304d\u304f\u8d85\u3048\u305f\u52d5\u7684\u306a\u30b2\u30fc\u30e0\u5c55\u958b\u304c\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

\u306a\u305c\u30b2\u30fc\u30e0\u306b\u304a\u3044\u3066\u5f37\u5316\u5b66\u7fd2\u304c\u91cd\u8981\u306a\u306e\u304b\u3001\u305d\u306e\u7406\u7531\u306e\u3072\u3068\u3064\u306f\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u306b\u5408\u308f\u305b\u305f\u67d4\u8edf\u306a\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002\u7279\u5b9a\u306e\u6226\u7565\u3084\u884c\u52d5\u306b\u56da\u308f\u308c\u306a\u3044\u3001\u5b66\u7fd2\u578b\u306eAI\u306f\u3001\u5e38\u306b\u65b0\u3057\u3044\u30c1\u30e3\u30ec\u30f3\u30b8\u3092\u63d0\u4f9b\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n

\u5f37\u5316\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30b2\u30fc\u30e0AI\u306e\u4ed5\u7d44\u307f<\/h2>\n

\u30b2\u30fc\u30e0AI\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u884c\u52d5\u3092\u89b3\u5bdf\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u305f\u884c\u52d5\u3092\u9078\u629e\u3001\u7d50\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u305f\u5831\u916c\u3092\u57fa\u306b\u6b21\u306e\u884c\u52d5\u3092\u6700\u9069\u5316\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u7e70\u308a\u8fd4\u3057\u306b\u3088\u308a\u3001AI\u306f\u6bb5\u968e\u7684\u306b\u30d7\u30ec\u30a4\u30e4\u30fc\u306b\u9069\u5fdc\u3057\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6226\u8853\u3092\u7e70\u308a\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n\u5f37\u5316\u5b66\u7fd2\u306e\u4e2d\u3067\u3082\u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b\u300cQ\u5b66\u7fd2\u300d\u306f\u3001\u5404\u72b6\u614b\u306b\u304a\u3051\u308b\u6700\u9069\u306a\u884c\u52d5\u3092\u5b66\u3073\u3001\u6700\u7d42\u7684\u306b\u306f\u3088\u308a\u52b9\u7387\u7684\u306a\u52d5\u304d\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u300c\u6df1\u5c64Q\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08DQN\uff09\u300d\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u3089\u306b\u8907\u96d1\u306a\u74b0\u5883\u3067\u3082\u52b9\u679c\u7684\u306b\u5b66\u7fd2\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/b>\n\n

\u5f37\u5316\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30b2\u30fc\u30e0AI\u306e\u5b9f\u4f8b<\/h2>\n

\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30e9\u30c6\u30b8\u30fc\uff08RTS\uff09\u30b2\u30fc\u30e0\u306e\u5206\u91ce\u3067\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u3092\u4f7f\u3063\u305fAI\u304c\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u6226\u7565\u306b\u5fdc\u3058\u3066\u81ea\u5df1\u5b66\u7fd2\u3057\u3001\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u5bfe\u6226\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u8abf\u306a\u52d5\u304d\u304b\u3089\u89e3\u653e\u3055\u308c\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u52d5\u304d\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u9069\u5fdc\u3059\u308b\u9ad8\u5ea6\u306a\u6226\u8853AI\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\r\n

\u30b9\u30dd\u30fc\u30c4\u30b2\u30fc\u30e0\u3067\u3082\u3001\u5f37\u5316\u5b66\u7fd2\u3092\u4f7f\u3063\u305fAI\u306f\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u52d5\u304d\u3084\u6226\u8853\u306b\u5bfe\u3057\u3066\u7d20\u65e9\u304f\u5bfe\u5fdc\u3057\u3001\u3088\u308a\u30ea\u30a2\u30eb\u306a\u30b2\u30fc\u30e0\u4f53\u9a13\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002AI\u304c\u8a66\u5408\u306e\u9032\u884c\u306b\u5408\u308f\u305b\u3066\u5b66\u7fd2\u3059\u308b\u305f\u3081\u3001\u8a66\u5408\u304c\u9032\u3080\u3054\u3068\u306bAI\u306e\u884c\u52d5\u304c\u6d17\u7df4\u3055\u308c\u3066\u3044\u304f\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n

\u5f37\u5316\u5b66\u7fd2\u306b\u3088\u308b\u30b2\u30fc\u30e0AI\u306e\u5229\u70b9\u3068\u8ab2\u984c<\/h2>\n

\u5f37\u5316\u5b66\u7fd2\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u30d7\u30ec\u30a4\u30e4\u30fc\u306e\u30ec\u30d9\u30eb\u306b\u5fdc\u3058\u3066\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3057\u3001\u3088\u308a\u96e3\u6613\u5ea6\u304c\u9ad8\u3044\u30d7\u30ec\u30a4\u4f53\u9a13\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u306f\u5e38\u306b\u65b0\u305f\u306a\u6311\u6226\u3092\u53d7\u3051\u7d9a\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30b2\u30fc\u30e0\u306e\u30ea\u30d7\u30ec\u30a4\u6027\u3082\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\r\n

\u3057\u304b\u3057\u3001\u5f37\u5316\u5b66\u7fd2\u306b\u306f\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3084\u958b\u767a\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u3068\u3044\u3046\u8ab2\u984c\u3082\u5b58\u5728\u3057\u307e\u3059\u3002\u307e\u305f\u3001AI\u304c\u4e88\u6e2c\u4e0d\u53ef\u80fd\u306a\u884c\u52d5\u3092\u53d6\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u3001\u610f\u56f3\u3057\u306a\u3044\u7d50\u679c\u304c\u751f\u3058\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30ea\u30b9\u30af\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u958b\u767a\u8005\u304c\u614e\u91cd\u306bAI\u306e\u8a2d\u8a08\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n

\u5f37\u5316\u5b66\u7fd2\u3068\u4eca\u5f8c\u306e\u30b2\u30fc\u30e0AI\u306e\u5c55\u671b<\/h2>\n

\u4eca\u5f8c\u3001\u5f37\u5316\u5b66\u7fd2\u306f\u4ed6\u306eAI\u6280\u8853\u3068\u878d\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u3089\u306b\u9032\u5316\u3092\u9042\u3052\u308b\u3068\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u3088\u308a\u9ad8\u5ea6\u3067\u8907\u96d1\u306a\u30b2\u30fc\u30e0AI\u304c\u5b9f\u73fe\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\r\n

\u3055\u3089\u306b\u3001\u300c\u30e1\u30bf\u5b66\u7fd2\u300d\u3068\u3044\u3046\u6982\u5ff5\u304c\u9032\u5c55\u3059\u308c\u3070\u3001\u30b2\u30fc\u30e0AI\u306f\u4e00\u5ea6\u5b66\u3093\u3060\u3053\u3068\u3092\u5225\u306e\u30bf\u30b9\u30af\u306b\u3082\u5fdc\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u6c4e\u7528\u6027\u306e\u9ad8\u3044AI\u304c\u8a95\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001AI\u304c\u8907\u6570\u306e\u30b2\u30fc\u30e0\u3084\u30b7\u30ca\u30ea\u30aa\u306b\u67d4\u8edf\u306b\u9069\u5fdc\u3059\u308b\u672a\u6765\u3082\u9060\u304f\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n

\u307e\u3068\u3081<\/h2>\n

\u5f37\u5316\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30b2\u30fc\u30e0AI\u306f\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u9032\u5316\u3057\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u306b\u65b0\u3057\u3044\u4f53\u9a13\u3092\u63d0\u4f9b\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6280\u8853\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u30b2\u30fc\u30e0\u958b\u767a\u306f\u3055\u3089\u306b\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u65b9\u5411\u3078\u9032\u3080\u3067\u3057\u3087\u3046\u3002\u5f37\u5316\u5b66\u7fd2\u3068AI\u6280\u8853\u306e\u878d\u5408\u304c\u3001\u6b21\u4e16\u4ee3\u30b2\u30fc\u30e0\u306e\u6838\u5fc3\u3092\u62c5\u3046\u6642\u4ee3\u304c\u8fd1\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"

\u5f37\u5316\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30b2\u30fc\u30e0AI\u306e\u4ed5\u7d44\u307f\u3084\u5fdc\u7528\u4f8b\u3001\u3055\u3089\u306b\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u307e\u3067\u3092\u89e3\u8aac\u3002\u30b2\u30fc\u30e0\u958b\u767a\u306b\u304a\u3051\u308b\u6700\u65b0\u6280\u8853\u3092\u7406\u89e3\u3057\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u306f\u3058\u3081\u306b \u30b2\u30fc\u30e0AI\u306f\u3001\u30d7\u30ec\u30a4\u30e4\u30fc\u304c\u30ea\u30a2\u30eb\u3067\u9b45\u529b […]<\/p>\n","protected":false},"author":19,"featured_media":5634,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[96,331,746,629,419],"class_list":{"0":"post-5633","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-knowledge","8":"tag-ai","9":"tag-python","11":"tag-629","12":"tag-419"},"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/5633","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=5633"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/5633\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/5634"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=5633"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=5633"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=5633"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}