{"id":6699,"date":"2016-12-12T15:00:36","date_gmt":"2016-12-12T06:00:36","guid":{"rendered":"http:\/\/sitest.jp\/blog\/?p=6699"},"modified":"2017-02-01T11:20:14","modified_gmt":"2017-02-01T02:20:14","slug":"%e5%bc%b7%e5%8c%96%e5%ad%a6%e7%bf%92%e3%81%a8deep-q-network%e3%82%92%e7%b0%a1%e5%8d%98%e3%81%ab%e8%a7%a3%e8%aa%ac","status":"publish","type":"post","link":"https:\/\/sitest.jp\/blog\/?p=6699","title":{"rendered":"\u5f37\u5316\u5b66\u7fd2\u3068Deep Q-Network\u3092\u7c21\u5358\u306b\u89e3\u8aac\u3057\u3066\u307f\u305f"},"content":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u30c1\u30fc\u30e0\u306e\u7267\u3067\u3059\u3002<\/p>\n

\u4eca\u56de\u306f\u30b2\u30fc\u30e0AI\u3084\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3069\u306b\u5fdc\u7528\u3067\u304d\u308b\u5f37\u5316\u5b66\u7fd2\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002
\n\u4e00\u822c\u7684\u306b\u6307\u3059\u6a5f\u68b0\u5b66\u7fd2\u306f\u5927\u91cf\u306e\u7d71\u8a08\u30c7\u30fc\u30bf\u304b\u3089\u5165\u529b\u306b\u5bfe\u3057\u3066\u51fa\u529b\u306e\u4e88\u6e2c\u3092\u884c\u3046\u3082\u306e\u3067\u3059\u304c\u3001
\n\u5f37\u5316\u5b66\u7fd2\u3067\u306f\u591a\u304f\u306e\u8a66\u884c\u3092\u884c\u3046\u4e2d\u3067\u5165\u529b\u306b\u5bfe\u3059\u308b\u51fa\u529b\u3092\u6700\u9069\u5316\u3057\u3066\u3044\u304f\u624b\u6cd5\u3067\u3059\u3002<\/p>\n

<\/p>\n

\n

\u5f37\u5316\u5b66\u7fd2\u3068\u306f\uff1f<\/h3>\n<\/div>\n

\u5f37\u5316\u5b66\u7fd2\u3068\u306f\u3001\u3042\u308b\u300c\u74b0\u5883\u300d\u306b\u7f6e\u304b\u308c\u305f\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u304c\u3001
\n\u8a66\u884c\u3092\u7e70\u308a\u8fd4\u3057\u72b6\u614b\u3092\u89b3\u6e2c\u3059\u308b\u3053\u3068\u3067\u6700\u9069\u306a\u300c\u884c\u52d5\u300d\u3092\u5f97\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u59cb\u3081\u3068\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u5165\u529b\u306b\u5bfe\u3057\u3066\u4e88\u6e2c\u3057\u305f\u7b54\u3048\u3092\u51fa\u529b\u3057\u307e\u3059\u304c\u3001
\n\u5f37\u5316\u5b66\u7fd2\u3067\u306f\u660e\u78ba\u306a\u7b54\u3048\u3092\u51fa\u529b\u3057\u306a\u3044\u304b\u308f\u308a\u306b\u3001\u300c\u884c\u52d5\u300d\u306e\u9078\u629e\u80a2\u3068\u300c\u5831\u916c\uff08\u671f\u5f85\u5024\uff09\u300d\u3092\u63d0\u793a\u3057\u307e\u3059\u3002
\n\u300c\u74b0\u5883\u300d\u3092\u89b3\u6e2c\u3057\u300c\u884c\u52d5\u300d\u3059\u308b\u3053\u3068\u3067\u300c\u74b0\u5883\u300d\u304c\u5909\u5316\u3057\u5909\u5316\u306b\u3088\u308b\u300c\u5831\u916c\u300d\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n

\u30de\u30eb\u30d0\u30c4\u30b2\u30fc\u30e0\u3092\u4f8b\u306b\u57fa\u672c\u7684\u306a\u5b66\u7fd2\u306e\u8003\u3048\u65b9\u3092\u8aac\u660e\u3057\u307e\u3059\u3002
\n\"\u30de\u30eb\u30cf\u3099\u30c4\u30b1\u3099\u30fc\u30e0\"<\/a>
\n\u307e\u305a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u6253\u3061\u624b\uff09\u306f\u6700\u521d\u30e9\u30f3\u30c0\u30e0\u3067\u300c\u25ef\u300d\u3092\u6253\u3063\u3066\u3044\u304d\u307e\u3059\u3002
\n\u76f8\u624b\u3068\u5bfe\u6226\u3092\u884c\u3044\u3001\u52dd\u6557\u3068\u76e4\u9762\u306e\u72b6\u614b\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u9001\u4fe1\u3057\u307e\u3059\u3002
\n\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u5831\u916c\u3068\u76e4\u9762\u306e\u72b6\u614b\u3092\u4fdd\u5b58\u3057\u3001\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u826f\u3044\u5831\u916c\uff08\u52dd\u3061\uff09\u306b\u5411\u3051\u3066\u6700\u9069\u306a\u624b\u3092\u3046\u3064\u3088\u3046\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002
\n\u3053\u306e\u3088\u3046\u306b\u5bfe\u6226\u3092\u6570\u591a\u304f\u884c\u3046\u3053\u3068\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u5b66\u7fd2\u3092\u7e70\u308a\u8fd4\u3057\u6700\u9069\u5316\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n

\n

Q\u5b66\u7fd2\u3068Deep Q-Network<\/h3>\n<\/div>\n

Q\u5b66\u7fd2\u306f\u5f37\u5316\u5b66\u7fd2\u306e\u306a\u304b\u3067\u6700\u3082\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002
\n\u72b6\u614bs\u3068\u884c\u52d5a\u304c\u3042\u308a\u3001\u72b6\u614bs\u306e\u6642\u306b\u884c\u52d5a\u3092\u884c\u3046\u3068
\n\u5831\u916c\u306e\u671f\u5f85\u5024\u3092\u8fd4\u3059\u95a2\u6570Q(s, a)\u3092\u57fa\u672c\u3068\u3057\u307e\u3059\u3002
\n\u6700\u521d\u306e\u6bb5\u968e\u3067\u306fQ(s, a)\u306e\u7d50\u679c\u306f\u30e9\u30f3\u30c0\u30e0\u3067\u3059\u304c\u3001\u826f\u3044\u5831\u916c\u3092\u5f97\u3089\u308c\u308b\u3068
\nQ(s, a)\u306e\u7d50\u679c\u3092\u66f4\u65b0\u3057\u5024\u3092\u5927\u304d\u304f\u3057\u3066\u3044\u304d\u307e\u3059\u3002
\n\u305d\u306e\u5f8c\u3082\u826f\u3044\u5831\u916c\u304c\u5f97\u3089\u308c\u305f\u5834\u5408Q(s, a)\u3092\u66f4\u65b0\u3057\u3066\u3044\u304f\u3068\u3001\u57fa\u672c\u884c\u52d5\u306f\u30e9\u30f3\u30c0\u30e0\u3067\u3059\u304c
\nQ(s, a)\u306e\u5024\u304c\u5927\u304d\u3044\u65b9\u5411\u3078\u884c\u52d5\u306e\u65b9\u91dd\u304c\u9032\u3093\u3067\u304d\u307e\u3059\u3002
\n\u6700\u7d42\u7684\u306b\u5834\u9762\u5834\u9762\u3067\u3088\u308a\u826f\u3044\u884c\u52d5\u3092\u884c\u3046\u3088\u3046\u306b\u5b66\u7fd2\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n

Deep Q-Network\u3068\u306fDeepMind\/Google\u304c\u4f5c\u6210\u3057\u305f\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3001
\n\u5148\u307b\u3069\u306eQ\u5b66\u7fd2\u306b\u52a0\u3048\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7528\u3044\u305f\u6df1\u5c64\u5b66\u7fd2\u3092
\n\u5de5\u592b\u3057\u3066\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u82f1\u8a9e\u306e\u8ad6\u6587\u3067\u3059\u304c\u3001Atari\u306e\u30b2\u30fc\u30e0\u3068Deep Q-Network\u3092\u7d39\u4ecb\u3057\u305f\u8ad6\u6587\u3082\u3042\u308a\u307e\u3059\u3002
\nPlaying Atari with Deep Reinforcement Learning<\/a>
\n\u4e0a\u8a18\u306e\u8ad6\u6587\u3067\u306f\u3001Deep Q-Network\u3092\u7528\u3044\u3066Atari\u306e\u30b2\u30fc\u30e0\u30d7\u30ec\u30a4\u3067\u4eba\u9593\u3088\u308a\u3082\u512a\u308c\u305f\u30b9\u30b3\u30a2\u3092\u53e9\u304d\u51fa\u3057\u3066\u3044\u307e\u3059\u3002
\n\u307e\u305f\u3001\u6c4e\u7528\u6027\u3082\u9ad8\u304f\u3001\u540c\u3058\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30fb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5e45\u5e83\u304f\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\n

\u307e\u3068\u3081<\/h3>\n<\/div>\n

\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e2d\u3067\u3082\u5f37\u5316\u5b66\u7fd2\u3068\u3044\u3046\u5206\u91ce\u306f\u3001\u6700\u8fd1\u5207\u308a\u5206\u3051\u3066\u8003\u3048\u3089\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u304c\u3001
\n\u6c4e\u7528\u7684\u306aAI\u3092\u4f5c\u3063\u3066\u3044\u304f\u4e0a\u3067\u306f\u5fc5\u8981\u4e0d\u53ef\u6b20\u306a\u3082\u306e\u3067\u3059\u3002
\n\u5c02\u9580\u6027\u304c\u9ad8\u304f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u304c\u307e\u3060\u307e\u3060\u591a\u3044\u5370\u8c61\u3067\u3059\u304c\u3001
\n\u4eca\u5f8c\u306f\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\u3092\u7528\u3044\u305f\u6c4e\u7528AI\u3082\u591a\u304f\u51fa\u3066\u304f\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n

\u4eca\u56de\u5b66\u7fd2\u4f8b\u3067\u53d6\u308a\u4e0a\u3052\u305f\u30de\u30eb\u30d0\u30c4\u30b2\u30fc\u30e0\u306e\u5b66\u7fd2\u306f\u3001
\n\u5f8c\u65e5\u306b\u5b9f\u4f8b\u3092\u5225\u8a18\u4e8b\u3067\u3054\u7d39\u4ecb\u3057\u307e\u3059\u306e\u3067\u697d\u3057\u307f\u306b\u304a\u5f85\u3061\u4e0b\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u30c1\u30fc\u30e0\u306e\u7267\u3067\u3059\u3002 \u4eca\u56de\u306f\u30b2\u30fc\u30e0AI\u3084\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3069\u306b\u5fdc\u7528\u3067\u304d\u308b\u5f37\u5316\u5b66\u7fd2\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u4e00\u822c\u7684\u306b\u6307\u3059\u6a5f\u68b0\u5b66\u7fd2\u306f\u5927\u91cf\u306e\u7d71\u8a08\u30c7\u30fc\u30bf\u304b\u3089\u5165\u529b\u306b\u5bfe\u3057\u3066\u51fa\u529b\u306e\u4e88\u6e2c\u3092\u884c\u3046\u3082\u306e\u3067\u3059\u304c\u3001 \u5f37\u5316\u5b66\u7fd2\u3067\u306f\u591a\u304f\u306e\u8a66\u884c\u3092\u884c\u3046\u4e2d\u3067\u5165\u529b\u306b\u5bfe\u3059\u308b\u51fa\u529b\u3092\u6700\u9069\u5316\u3057\u3066\u3044\u304f\u624b\u6cd5\u3067\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":6766,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[25],"tags":[],"acf":false,"_links":{"self":[{"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/posts\/6699"}],"collection":[{"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/comments?post=6699"}],"version-history":[{"count":13,"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/posts\/6699\/revisions"}],"predecessor-version":[{"id":8106,"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/posts\/6699\/revisions\/8106"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/media\/6766"}],"wp:attachment":[{"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/media?parent=6699"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/categories?post=6699"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sitest.jp\/blog\/wp-json\/wp\/v2\/tags?post=6699"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}