{"id":16347,"date":"2017-03-27T10:30:08","date_gmt":"2017-03-27T01:30:08","guid":{"rendered":"http:\/\/labs.gree.jp\/blog\/?p=16347"},"modified":"2019-04-25T16:05:15","modified_gmt":"2019-04-25T07:05:15","slug":"post16347","status":"publish","type":"post","link":"https:\/\/labs.gree.jp\/blog\/2017\/03\/16347\/","title":{"rendered":"\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u304a\u3051\u308bAI\u6d3b\u7528(1)"},"content":{"rendered":"<p>\u307f\u306a\u3055\u3093\u3053\u3093\u306b\u3061\u306f\u3001\u9234\u6728\u3067\u3059\u3002<br \/>\nWeb\u5411\u3051\u30b2\u30fc\u30e0\u3092\u958b\u767a\u3059\u308b\u4ed5\u4e8b\u3092\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u4f1a\u793e\u3067\u306ftkc\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3001\u3069\u3046\u305e\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059\u3002<\/p>\n<p>\u3055\u3066\u4eca\u56de\u306f\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u3068\u3044\u3046\u3053\u3068\u3067\u3001Deep Learning\u3092\u7528\u3044\u305f\u30d7\u30ed\u30c0\u30af\u30c8\u30d0\u30ca\u30fc\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u3068\u3044\u3063\u3066\u3082\u3001\u50d5\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u5bb6\u3067\u3082\u306a\u304f\u3001\u8da3\u5473\u3067\u89e6\u308a\u306a\u304c\u3089\u696d\u52d9\u306b\u6d3b\u304b\u305b\u308b\u90e8\u5206\u3092\u4f7f\u3063\u3066\u3044\u304f\u30b9\u30bf\u30f3\u30b9\u306a\u306e\u3067\u3001\u9593\u9055\u3063\u305f\u8a8d\u8b58\u306e\u3068\u3053\u308d\u306f\u3054\u6307\u6458\u3044\u305f\u3060\u3051\u308b\u3068\u5e78\u3044\u3067\u3059\u3002<br \/>\n\u4e16\u306e\u60c5\u52e2\u7684\u306b\u3001\u6280\u8853\u7684\u306a\u8a71\u984c\u304b\u3001\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u306e\u6982\u8981\u7684\u306a\u8a71\u984c\u304c\u591a\u3044\u5370\u8c61\u306a\u306e\u3067\u3001\u672c\u8a18\u4e8b\u3067\u306f\u73fe\u5834\u76ee\u7dda\u306e\u6280\u8853\/\u30d3\u30b8\u30cd\u30b9\u4e21\u9762\u306e\u304a\u8a71\u304c\u3067\u304d\u308c\u3070\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3067\u306f\u65e9\u901f\u3001\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3059\u308b\u306b\u81f3\u3063\u305f\u7d4c\u7def\u304b\u3089\u3054\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2>\u3056\u3063\u304f\u308a\u3068\u80cc\u666f<\/h2>\n<p>\u50d5\u304c\u958b\u767a\u62c5\u5f53\u3057\u3066\u3044\u308b\u30d7\u30ed\u30c0\u30af\u30c8\u3067\u306f\u3001\u30ac\u30c1\u30e3\u304c\u4e26\u884c\u3067\u6700\u59279\u3064\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30d7\u30ed\u30c0\u30af\u30c8\u3068\u6bd4\u8f03\u3057\u3066\u591a\u3044\u5370\u8c61\u3067\u3059\u306d\u3002<br \/>\n9\u3064\u306e\u30ac\u30c1\u30e3\u306e\u3046\u3061\u3001\u304a\u5ba2\u3055\u307e\u306b\u3088\u3063\u3066\u8cfc\u5165\u3057\u305f\u3044\u5546\u54c1\u306f\u3082\u3061\u308d\u3093\u5225\u3005\u3067\u3059\u304c\u3001\u8a34\u6c42\u30d0\u30ca\u30fc\u67a0\u306f3\u3064\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u3053\u308c\u307e\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u539f\u5247\u3001\u30d0\u30ca\u30fc\u306f\u5747\u7b49\u306b\u30e9\u30f3\u30c0\u30e0\u8868\u793a\u3055\u308c\u308b\u305f\u3081\u3001\u8a34\u6c42\u529b\u304c\u5341\u5206\u3067\u306f\u306a\u304b\u3063\u305f<\/li>\n<li>\u30d0\u30ca\u30fc\u67a0\u306e\u8868\u793a\u9806\u4f4d\u3082\u30e9\u30f3\u30c0\u30e0\u8981\u7d20\u304c\u3042\u308b\u305f\u3081\u3001\u672c\u5f53\u306b\u8a34\u6c42\u3057\u305f\u3044\u5546\u54c1\u304c\u30d5\u30a1\u30fc\u30b9\u30c8\u30d3\u30e5\u30fc\u306b\u5165\u308a\u306b\u304f\u304b\u3063\u305f<\/li>\n<li>\u500b\u5225\u306b\u8a34\u6c42\u3057\u305f\u3044\u5546\u54c1\u304c\u3042\u308b\u5834\u5408\u3001\u624b\u52d5\u3067\u914d\u4fe1\u6bd4\u7387\u3092\u8abf\u6574\u3059\u308b\u4f5c\u696d\u304c\u767a\u751f\u3057\u3066\u3044\u305f<\/li>\n<li>\u914d\u4fe1\u6bd4\u7387\u306f\u30b5\u30fc\u30d3\u30b9\u5168\u4f53\u3067\u56fa\u5b9a\u306a\u306e\u3067\u3001\u300cA\u5546\u54c1\u300d\u306e\u6bd4\u7387\u3092\u4e0a\u3052\u305f\u5834\u5408\u3001\u300cA\u5546\u54c1\u300d\u3092\u8cfc\u5165\u3057\u305f\u3044\u65b9\u306b\u306f\u6709\u52b9\u3060\u304c\u300cB\u5546\u54c1\u300d\u3092\u8cfc\u5165\u3057\u305f\u3044\u65b9\u306b\u306f\u52b9\u679c\u304c\u8584\u304b\u3063\u305f<\/li>\n<\/ul>\n<p>\u305d\u3053\u3067\u3001\u30d0\u30ca\u30fc\u6700\u9069\u5316\u306b\u3088\u308b\u30af\u30ea\u30c3\u30af\u6570\u5024\u3068\u6d88\u8cbb\u306e\u5411\u4e0a\u3068\u3001\u5165\u7a3f\u4f5c\u696d\u306e\u5de5\u6570\u524a\u6e1b\u3092\u76ee\u7684\u3068\u3057\u3066\u3001\u30d0\u30ca\u30fc\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3092Deep Learning\u3092\u7528\u3044\u3066\u4f5c\u6210\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<br \/>\n\u76f4\u8fd1\u306e\u6d88\u8cbb\u5c65\u6b74\u30fb\u30d7\u30ec\u30a4\u5c65\u6b74\u3088\u308a\u3001\u304a\u5ba2\u3055\u307e\u4e00\u4eba\u4e00\u4eba\u306e\u597d\u307f\u3092\u5b66\u7fd2\u3057\u3066\u3001\u6d88\u8cbb\u671f\u5f85\u5024\u306e\u9ad8\u3044\u5546\u54c1\u3092\u63a8\u85a6\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n<p>\u306a\u305c\u5225\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306a\u304fDeep Learning\u3092\u5229\u7528\u3057\u305f\u304b\u306f\u3001\u5f8c\u8ff0\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u4f7f\u3063\u305f\u6280\u8853<\/h2>\n<p>\u4eca\u56de\u306f<a href=\"http:\/\/deeplearning.net\/software\/theano\/\">Theano<\/a>\u3068<a href=\"https:\/\/www.tensorflow.org\/\">TensorFlow<\/a>\u306e\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/keras.io\/\">Keras<\/a>\u3092\u5229\u7528\u3057\u307e\u3057\u305f\u3002<br \/>\n\u4eca\u6708<a href=\"https:\/\/blog.keras.io\/introducing-keras-2.html\">Keras\u304c2.0\u306bupdate<\/a>\u3055\u308c\u3066\u3001TensorFlow\u9023\u643a\u3082\u3057\u3084\u3059\u304f\u306a\u308a\u6ce8\u76ee\u5ea6\u3082\u9ad8\u307e\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u306d\u3002\u6700\u8fd1\u306f\u95a2\u9023\u306e\u8a18\u4e8b\u3082\u5897\u3048\u3066\u304d\u3066\u3044\u308b\u306e\u3067\u3001\u5b66\u7fd2\u30b3\u30b9\u30c8\u3082\u4f4e\u3044\u306e\u3082\u3042\u308a\u304c\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<br \/>\n\u5b9f\u306f\u3001\u4ee5\u524d\u306fTensorFlow\u3067\u30b7\u30b9\u30c6\u30e0\u3092\u66f8\u3044\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u500b\u4eba\u7684\u306a\u898b\u89e3\u3067Keras\u3092\u9078\u629e\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30b3\u30fc\u30c9\u8a18\u8ff0\u304c\u76f4\u611f\u7684\u3067\u8aad\u307f\u3084\u3059\u304b\u3063\u305f\u3053\u3068<\/li>\n<li>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092Theano\u3068TensorFlow\u3067\u81ea\u7531\u306b\u5207\u308a\u66ff\u3048\u304c\u3067\u304d\u308b\u3053\u3068\uff08\u5b66\u7fd2\u7cbe\u5ea6\u3084\u6642\u9593\u304cTensorFlow\u3068Theano\u3067\u591a\u5c11\u5909\u308f\u308b\u306e\u3067\u3001\u5834\u9762\u306b\u3088\u3063\u3066\u4f7f\u3044\u5206\u3051\u3066\u3044\u307e\u3059\uff09<\/li>\n<\/ul>\n<p>Keras\u306f\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u4f5c\u6210\u3084\u30c7\u30fc\u30bf\u5b66\u7fd2\u306a\u3069\u3092\u3001\u4e00\u756a\u30b9\u30d4\u30fc\u30c9\u611f\u3082\u3063\u3066\u9032\u3081\u3089\u308c\u308b\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30c7\u30fc\u30bf\u304c\u591a\u3051\u308c\u3070\u3001GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u3063\u3066\u308224\u6642\u9593\u5b66\u7fd2\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3053\u3068\u3082\u73cd\u3057\u304f\u306a\u3044\u306e\u3067\u3001\u958b\u767a\u6bb5\u968e\u306f\u7cbe\u5ea6\u3088\u308a\u3082\u30b9\u30d4\u30fc\u30c9\u3092\u5927\u4e8b\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u5c0e\u5165\u6bb5\u968e\u3067\u306f\u3082\u3061\u308d\u3093\u7cbe\u5ea6\u3082\u91cd\u8981\u306b\u306a\u308b\u306e\u3067\u3001\u6700\u7d42\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u7e70\u308a\u8fd4\u3057\u5b66\u7fd2\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u5b9f\u88c5\u7684\u306a\u8a71\u3092\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u304c\u3001Keras\u306e\u5c0e\u5165\u90e8\u5206\u306f<a href=\"http:\/\/qiita.com\/tags\/Keras\">Qiita<\/a>\u306b\u8a18\u4e8b\u304c\u305f\u304f\u3055\u3093\u3042\u308b\u306e\u3067\u5272\u611b\u3057\u3066\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u3054\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h3>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/h3>\n<p>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306f\u3001\u793e\u5185\u306e<a href=\"http:\/\/hadoop.apache.org\/\">Hadoop\u30af\u30e9\u30b9\u30bf<\/a>\u4e0a\u306b\u4fdd\u5b58\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u53d6\u6271\u3048\u308b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u6574\u5f62\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u76f4\u63a5Hadoop\u4e0a\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308b\u3068\u51fa\u529b\u304c1\u5343\u4e07\u30ec\u30b3\u30fc\u30c9\u7d1a\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u3001\u793e\u5185\u30b7\u30b9\u30c6\u30e0\u306b\u9ad8\u8ca0\u8377\u3092\u304b\u3051\u3066\u3057\u307e\u3046\u306e\u3067\u3001<a href=\"https:\/\/hadoop.apache.org\/docs\/r1.2.1\/hdfs_design.html\">HDFS\u30a8\u30af\u30b9\u30d7\u30ed\u30fc\u30e9<\/a>\u7d4c\u7531\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Deep Learning\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u8cea\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3001\u6b63\u89e3\u7387\u306b\u5927\u304d\u306a\u5f71\u97ff\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u3001\u5168\u304f\u540c\u3058\u30e2\u30c7\u30eb\u30671\/10\u306e\u30c7\u30fc\u30bf\u91cf\u3092\u7528\u610f\u3057\u3066\u6bd4\u8f03\u3057\u305f\u3068\u3053\u308d\u300110%\u7a0b\u5ea6\u306e\u5dee\u304c\u51fa\u307e\u3057\u305f\u3002\u5143\u306e\u30c7\u30fc\u30bf\u304c\u3044\u304b\u306b\u91cd\u8981\u304b\u611f\u3058\u307e\u3059\u306d\u3002<br \/>\n\u3068\u306f\u3044\u3048\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u904e\u5ea6\u306b\u60c5\u5831\u3092\u6301\u305f\u305b\u3066\u3082\u5b66\u7fd2\u6642\u306e\u5f85\u3061\u6642\u9593\u304c\u5897\u3048\u3066\u3057\u307e\u3046\u306e\u3067\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u53d6\u6368\u9078\u629e\u306f\u5fc5\u8981\u3067\u3053\u3053\u306e\u7dda\u5f15\u304d\u306f\u306a\u304b\u306a\u304b\u96e3\u3057\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<p>\u3082\u3046\u3072\u3068\u3064\u6ce8\u610f\u3057\u305f\u70b9\u3068\u3057\u3066\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u30e9\u30d9\u30eb\u6570\u306e\u5747\u7b49\u6027\u3067\u3059\u3002<br \/>\n\u4e00\u90e8\u306e\u30e9\u30d9\u30eb\u304c\u6975\u7aef\u306b\u591a\u304b\u3063\u305f\u308a\u5c11\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u3068\u3001\u7cbe\u5ea6\u9ad8\u304f\u4e88\u6e2c\u3059\u308b\u4e8b\u304c\u3067\u304d\u306a\u3044\u3067\u3059\u3002\u4eca\u56de\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5341\u5206\u306b\u3042\u3063\u305f\u305f\u3081\u3001\u904e\u5270\u306a\u30e9\u30d9\u30eb\u30c7\u30fc\u30bf\u306f\u524a\u9664\u3057\u3066\u5bfe\u5fdc\u3057\u307e\u3057\u305f\u3002<br \/>\n\u30c7\u30fc\u30bf\u91cf\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u3001\u8cb4\u91cd\u306a\u30c7\u30fc\u30bf\u3092\u524a\u9664\u3059\u308b\u306e\u306f\u3082\u3063\u305f\u3044\u306a\u3044\u306e\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6c34\u5897\u3057\u3057\u305f\u308a\u3082\u3067\u304d\u307e\u3059\u304c\u3001\u4eca\u56de\u306e\u30e2\u30c7\u30eb\u3067\u306f\u5b9f\u65bd\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u3053\u308c\u306f\u307e\u305f\u5225\u306e\u6a5f\u4f1a\u3067\u304a\u8a71\u3057\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u904e\u53bb\u6570\u30f6\u6708\u5206\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ec\u30a4\u5c65\u6b74\u30fb\u6d88\u8cbb\u5c65\u6b74\u3068\u3001\u305d\u306e\u6642\u306b\u958b\u50ac\u3057\u3066\u3044\u305f\u30ac\u30c1\u30e3\u306e\u30de\u30b9\u30bf\u30fc\u60c5\u5831\u3092\u30de\u30fc\u30b8\u3057\u3066\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30e9\u30d9\u30eb\u306b\u306f\u5206\u985e\u3057\u305f\u3044\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u306e\u3067\u3001\u300c\u305d\u306e\u65e5\u306e\u4e00\u756a\u6d88\u8cbb\u984d\u304c\u9ad8\u304b\u3063\u305f\u30ac\u30c1\u30e3\u7a2e\u985e\u300d\u3092\u30e9\u30d9\u30eb\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306e\u5834\u5408\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u591a\u30af\u30e9\u30b9\u5206\u985e\u554f\u984c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30e2\u30c7\u30eb\u306e\u9078\u5b9a<\/h3>\n<p>Deep Learning\u306b\u304a\u3044\u3066\u3001\u30e2\u30c7\u30eb\u8a2d\u8a08\u304c\u4e00\u756a\u96e3\u3057\u3044\u3068\u3053\u308d\u3067\u3059\u3002<br \/>\n\u7cbe\u5ea6\u3092\u4e0a\u3052\u3088\u3046\u3068\u601d\u3063\u305f\u3089\u3001\u69d8\u3005\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3084\u30e2\u30c7\u30eb\u9078\u5b9a\u306a\u3069\u3084\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u624b\u63a2\u308a\u611f\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\n\u305f\u3060\u3001\u753b\u50cf\u7cfb\u3084\u56de\u5e30\u30fb\u5206\u985e\u306a\u3069\u3067\u30d1\u30bf\u30fc\u30f3\u304c\u3042\u308b\u7a0b\u5ea6\u6c7a\u307e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u3053\u305d\u3053\uff0870%\u524d\u5f8c\uff09\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u51fa\u3059\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3001\u6c17\u8efd\u306b\u89e6\u3063\u3066\u307f\u3066\u4e88\u6e2c\u3067\u304d\u308b\u306e\u304c\u7d20\u6674\u3089\u3057\u3044\u3067\u3059\u306d\u3002<\/p>\n<p>\u4eca\u56de\u4f7f\u3063\u305f\u30e2\u30c7\u30eb\u306f\u3001\u8907\u6570\u65e5\u6570\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u753b\u50cf\u3068\u3057\u3066\u51e6\u7406\u3057\u3088\u3046\u3068\u601d\u3044\u7c21\u6613\u7248<a href=\"http:\/\/www.jcss.gr.jp\/meetings\/jcss2015\/proceedings\/pdf\/JCSS2015_P3-21.pdf\">VGG<\/a>\u3068<a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/download?doi=10.1.1.55.5709&amp;rep=rep1&amp;type=pdf\">LSTM<\/a>\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u305b\u307e\u3057\u305f\u3002<br \/>\n\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306a\u306e\u306b\u7c21\u6613VGG\u3092\u5229\u7528\u3057\u305f\u306e\u306f\u3001Deep Learning\u3067\u306f\u753b\u50cf\u8a8d\u8b58\u304c\u5f37\u3044\u3053\u3068\u3082\u3042\u308a\u3001\u6642\u7cfb\u5217\u3067\u884c\u5217\u30c7\u30fc\u30bf\u3092\u91cd\u306d\u3066N\u6b21\u5143\u306e\u753b\u50cf\u3068\u307f\u306a\u3057\u3066\u307f\u3088\u3046\u3068\u3044\u3046\u8a66\u307f\u3067\u3059\u3002<\/p>\n<p>\u5358\u306bLSTM\u3060\u3051\u3068\u304bCNN\u3060\u3051\u3068\u304b\u8907\u6570\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u306f\u4e0a\u8a18\u306e\u30e2\u30c7\u30eb\u304c\u4e00\u756a\u7cbe\u5ea6\u304c\u9ad8\u304b\u3063\u305f\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-16352 aligncenter\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3761437-33c2d41f3dde1d3fb05af02158aac6f8a04c8b30-545x400.png\" alt=\"\" width=\"545\" height=\"400\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3761437-33c2d41f3dde1d3fb05af02158aac6f8a04c8b30-545x400.png 545w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3761437-33c2d41f3dde1d3fb05af02158aac6f8a04c8b30-273x200.png 273w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3761437-33c2d41f3dde1d3fb05af02158aac6f8a04c8b30-768x563.png 768w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3761437-33c2d41f3dde1d3fb05af02158aac6f8a04c8b30-830x609.png 830w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3761437-33c2d41f3dde1d3fb05af02158aac6f8a04c8b30.png 946w\" sizes=\"auto, (max-width: 545px) 100vw, 545px\" \/><\/p>\n<h2>\u7d50\u679c<\/h2>\n<p>\u4e0a\u8a18\u306e\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u8abf\u6574\u3067\u3001\u904e\u53bb\u306e\u672a\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u3092\u4e88\u6e2c\u3055\u305b\u305f\u3068\u3053\u308d\u6b63\u89e3\u7387\u306f86.8%\u307b\u3069\u3067\u3057\u305f\u3002<br \/>\n\u7cbe\u5ea6\u306f\u9ad8\u3051\u308c\u3070\u9ad8\u3044\u306b\u3053\u3057\u305f\u3053\u3068\u306f\u306a\u3044\u3067\u3059\u304c\u3001100%\u6b63\u3057\u3044\u30d0\u30ca\u30fc\u3092\u8868\u793a\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u306e\u3067\u3001\u3053\u306e\u7cbe\u5ea6\u3067\u3082\u5341\u5206\u3060\u3068\u5224\u65ad\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"lang:default decode:true\">-- result --\ntotal:  3030\ncorrect:  2631 , correct_rate:  86.83168316831683\nin_correct:  399 , in_correct_rate:  13.16831683168317<\/pre>\n<p>&nbsp;<\/p>\n<p>\u3055\u3066\u6c17\u306b\u306a\u308b\u5c0e\u5165\u7d50\u679c\u3067\u3059\u304c\u3001\u3069\u308c\u3060\u3051\u52b9\u679c\u304c\u3042\u3063\u305f\u304b\u30af\u30ea\u30c3\u30af\u7cfb\u306e\u6570\u5024\u3092\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n<p>\u6bd4\u8f03\u3057\u3084\u3059\u3044\u3088\u3046\u306bAB\u30c6\u30b9\u30c8\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002<br \/>\n\u65e7\u30ed\u30b8\u30c3\u30af\u306e\u307e\u307e\u30e6\u30fc\u30b6\u30fc\u3068\u3001\u65b0\u30ed\u30b8\u30c3\u30af\u3092\u9069\u7528\u3057\u305f\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30ea\u30c3\u30af\u7387\uff08\u30af\u30ea\u30c3\u30af\u3057\u305fUU\/\u8868\u793a\u3057\u305fUU\uff09\u304c\u4e0b\u8a18\u30b0\u30e9\u30d5\u3067\u3001\u65e7\u30ed\u30b8\u30c3\u30af\u306e\u30af\u30ea\u30c3\u30af\u7387\u3092100%\u3068\u3057\u3066\u3001\u305d\u308c\u3068\u6bd4\u8f03\u3057\u3066\u65b0\u30ed\u30b8\u30c3\u30af\u304c\u3069\u308c\u3060\u3051\u6570\u5024\u304c\u9055\u3046\u304b\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u300216\u65e5\u76ee\u3088\u308a\u5207\u308a\u66ff\u3048\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-16355\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3882505-249d650812cdc1cd5d5667258c2999dffdf38320-600x242.png\" alt=\"\" width=\"600\" height=\"242\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3882505-249d650812cdc1cd5d5667258c2999dffdf38320-600x242.png 600w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3882505-249d650812cdc1cd5d5667258c2999dffdf38320-276x111.png 276w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3882505-249d650812cdc1cd5d5667258c2999dffdf38320-768x310.png 768w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3882505-249d650812cdc1cd5d5667258c2999dffdf38320-830x335.png 830w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3882505-249d650812cdc1cd5d5667258c2999dffdf38320.png 989w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p>\u6bd4\u8f03\u3059\u308b\u3068\u3001\u3082\u3068\u3082\u3068\u306f\u65b0\u30ed\u30b8\u30c3\u30af\u306e\u65b9\u304c\u3084\u3084\u30af\u30ea\u30c3\u30af\u7387\u4f4e\u304b\u3063\u305f\u3082\u306e\u306e\u3001\u5207\u308a\u66ff\u3048\u5f8c\u304b\u3089\u306f\u65e7\u30ed\u30b8\u30c3\u30af\u3068\u6bd4\u8f03\u3057\u3066\u7d0420%\u7a0b\u5ea6\u6570\u5024\u304c\u9ad8\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br \/>\n\u7279\u5b9a\u306e\u5546\u54c1\u3092\u671f\u5f85\u5024\u306e\u9ad8\u3044\u30e6\u30fc\u30b6\u30fc\u306b\u5bfe\u3057\u3066\u9069\u5207\u306b\u30ec\u30b3\u30e1\u30f3\u30c9\u8868\u793a\u3055\u308c\u3001\u6570\u5024\u304c\u4e0a\u304c\u3063\u305f\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u6570\u5024\u3068\u3057\u3066\u3082\u6210\u679c\u304c\u51fa\u305f\u3053\u3068\u3068\u3001\u4eca\u307e\u3067\u4eba\u529b\u3067\u30d0\u30ca\u30fc\u5165\u7a3f\u4f5c\u696d\u3055\u308c\u3066\u3044\u305f\u90e8\u5206\u304c\u5168\u81ea\u52d5\u5316\u3067\u304d\u305f\u3053\u3068\u3067\u3001AI\u5c0e\u5165\u306f\u6709\u52b9\u306a\u4e8b\u4f8b\u3067\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>AI\u5229\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p>\u3069\u308c\u3082\u8b70\u8ad6\u304c\u3042\u308b\u3068\u3053\u308d\u3060\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u500b\u4eba\u7684\u306b\u306f\u4e0b\u8a18\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<br \/>\nAI\u3068\u3044\u3046\u304bDeep Learning\u9650\u5b9a\u306a\u8a71\u3082\u5165\u3063\u3066\u3044\u307e\u3059\u304c\u3002<\/p>\n<h3>\u30e1\u30ea\u30c3\u30c8<\/h3>\n<ol>\n<li>\u9ad8\u3044\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\n<ul>\n<li>\u9014\u4e2d\u3067\u30b2\u30fc\u30e0\u30d0\u30e9\u30f3\u30b9\u304c\u5909\u308f\u3063\u305f\u5834\u5408\u3067\u3082\u3001\u540c\u3058\u30e2\u30c7\u30eb\u306e\u307e\u307e\u518d\u5ea6\u5b66\u7fd2\u3055\u305b\u308c\u3070\u3001\u4e88\u6e2c\u5024\u3092\u65b0\u3057\u3044\u30b9\u30c6\u30fc\u30b8\u306b\u9069\u5fdc\u3067\u304d\u308b<\/li>\n<li>\u5358\u306a\u308b\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u3082\u5de5\u592b\u6b21\u7b2c\u3067\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\u306f\u826f\u304f\u3067\u304d\u308b\u306e\u306f\u3042\u308a\u3064\u3064\u3001AI\u3067\u3042\u308c\u3070\u305d\u3053\u306b\u6642\u9593\u3092\u5272\u304b\u306a\u304f\u3066\u3082\u3088\u3044<\/li>\n<\/ul>\n<\/li>\n<li>\u4eba\u304c\u8003\u3048\u306a\u304f\u3066\u826f\u3044\u3053\u3068\n<ul>\n<li>AI\u3060\u3068\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u306e\u7279\u6b8a\u91cf\u62bd\u51fa\u3092\u81ea\u52d5\u3067\u3084\u3063\u3066\u304f\u308c\u308b<\/li>\n<li>\u4eba\u9593\u3067\u3042\u308c\u3070\u3001\u3053\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5f71\u97ff\u5ea6\u5927\u304d\u3044\u304b\u3089\u500b\u5225\u306b\u91cd\u307f\u4ed8\u3051\u3092\u8abf\u6574\u3057\u305f\u308a\u3059\u308b\u304c\u3001AI\u3060\u3068\u305d\u308c\u304c\u306a\u3044\uff08\u3082\u3061\u308d\u3093\u8abf\u6574\u3082\u3067\u304d\u308b\uff09<\/li>\n<li>\u30e2\u30c7\u30eb\u306e\u30d1\u30bf\u30fc\u30f3\u304c\u6c7a\u307e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u4e00\u5ea6\u5c0e\u5165\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4ed6\u3067\u3082\u6c4e\u7528\u5229\u7528\u3067\u304d\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u9ad8\u3044\u7cbe\u5ea6\n<ul>\n<li>\u5341\u5206\u306a\u91cf\u30fb\u8cea\u306e\u30c7\u30fc\u30bf\u3068\u9069\u5207\u306a\u30e2\u30c7\u30eb\u8a2d\u8a08\u3055\u3048\u3042\u308c\u3070\u3001\u8ab0\u3067\u3082\u3042\u308b\u7a0b\u5ea6\u306e\u7cbe\u5ea6\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b<\/li>\n<li>AlphaGo\uff08\u4eba\u9593\u306e\u4e16\u754c\u30c8\u30c3\u30d7\u56f2\u7881\u68cb\u58eb\u3092\u30cf\u30f3\u30c7\u306a\u3057\u3067AI\u304c\u7834\u3063\u305f\u8a71\uff09\u306a\u3069\u3001\u305d\u306e\u5206\u91ce\u306e\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u975e\u5e38\u306b\u9ad8\u3044\u7cbe\u5ea6\u3092\u53e9\u304d\u51fa\u3059\u3053\u3068\u3082\u53ef\u80fd<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n<ol>\n<li>\u8cbb\u7528\u9762\n<ul>\n<li>GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3084\u3063\u3071\u308a\u9ad8\u3044<\/li>\n<li>\u5b66\u7fd2\u4e2d\u3060\u3051\u81ea\u52d5\u7684\u306b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u8d77\u52d5\u30fb\u505c\u6b62\u3092\u3059\u308b<a href=\"http:\/\/docs.aws.amazon.com\/systems-manager\/latest\/userguide\/run-command.html\">scale run<\/a>\u3068\u3044\u3046\u4ed5\u7d44\u307f\u3082\u3042\u308b\u306e\u3067\u3001\u5de5\u592b\u306e\u4f59\u5730\u306f\u3042\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u4e0d\u8db3\u306b\u306a\u308a\u304c\u3061\n<ul>\n<li>\u00a0GPU\u30e1\u30e2\u30ea\u4e0d\u8db3\u554f\u984c\u3067\u3001\u5c11\u306a\u3044\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u306f\u4e26\u5217\u306b\u8907\u6570\u5b66\u7fd2\u3092\u3055\u305b\u308b\u306e\u304c\u96e3\u3057\u3044<\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u3092\u5897\u3084\u3059\u3068\u8cbb\u7528\u3082\u5897\u3048\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>\u307e\u3068\u3081\u3068\u3044\u3046\u304b\u6240\u611f<\/h2>\n<p>\u6700\u8fd1\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u4eba\u5de5\u77e5\u80fd\u3078\u306e\u4e16\u9593\u306e\u6ce8\u76ee\u304c\u96c6\u307e\u308a\u3001\u696d\u754c\u5168\u4f53\u3067AI\u5c0e\u5165\u3078\u306e\u6e29\u5ea6\u611f\u304c\u9ad8\u307e\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305f\u3060\u50d5\u500b\u4eba\u3068\u3057\u3066\u306f\u3001\u304d\u3061\u3093\u3068\u3057\u305f\u7406\u89e3\u306a\u3057\u306b\u3053\u306e\u30c8\u30ec\u30f3\u30c9\u306b\u8e0a\u3089\u3055\u308c\u308b\u306e\u306f\u5371\u967a\u3060\u306a\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u306a\u305c\u306a\u3089\u3001\u81ea\u52d5\u5316\u306fAI\u4ee5\u5916\u3067\u3082\u9032\u3081\u3089\u308c\u307e\u3059\u3057\u3001AI\u5c0e\u5165\u306f\u5b66\u7fd2\u5de5\u6570\u3084\u30ea\u30bd\u30fc\u30b9\u3082\u8003\u3048\u308b\u3068\u305d\u308c\u306a\u308a\u306e\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u304b\u3089\u3067\u3059\u3002AI\u3068AI\u4ee5\u5916\u3067\u3084\u308b\u3053\u3068\u3092\u304d\u3061\u3093\u3068\u9078\u5b9a\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u5927\u4e8b\u3060\u306a\u3068\u601d\u3044\u307e\u3059\u3002\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306f\u30c1\u30e3\u30ec\u30f3\u30b8\u3067\u304d\u308b\u7bc4\u56f2\u304c\u5e83\u304c\u3063\u3066\u697d\u3057\u3081\u308b\u306e\u306f\u3042\u308a\u307e\u3059\u304c\uff09<br \/>\n\u3064\u307e\u308a\u3001AI\u306f\u76ee\u7684\u3092\u5b9f\u73fe\u3055\u305b\u308b\u305f\u3081\u306e\u4e00\u624b\u6bb5\u3067\u3042\u3063\u3066\u3001AI\u5c0e\u5165\u81ea\u4f53\u3092\u76ee\u7684\u3068\u3057\u3066\u8003\u3048\u308b\u3068\u5371\u306a\u3044\u306a\u3001\u3068\u3002<\/p>\n<p>\u305d\u3093\u306a\u3053\u3068\u8a00\u3044\u3064\u3064\u3067\u3059\u304c\u3001\u4eba\u304c\u3084\u3089\u306a\u304f\u3066\u3082\u3044\u3044\u30eb\u30fc\u30c6\u30a3\u30f3\u30ef\u30fc\u30af\u306e\u81ea\u52d5\u5316\u3092\u52a0\u901f\u3055\u305b\u308b\u306e\u306bBigData\u3084AI\uff08\u7279\u306bDeep Learning\uff09\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u304f\u306e\u306f\u9593\u9055\u3063\u3066\u3044\u306a\u3044\u306a\u3068\u3082\u601d\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3068\u3044\u3046\u306e\u3082\u3001\u50d5\u306e\u5b9f\u4f53\u9a13\u3067\u3044\u3046\u3068\u3001Deep Learning\u306f\u6a5f\u68b0\u5b66\u7fd2\u7684\u306a\u6df1\u3044\u77e5\u8b58\u3092\u3042\u307e\u308a\u5fc5\u8981\u3068\u305b\u305a\uff08\u5927\u304d\u306a\u5b66\u7fd2\u5de5\u6570\u3092\u304b\u3051\u305a\uff09\u306b\u3001\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u306770-80%\u306e\u7cbe\u5ea6\u3067\u30c7\u30fc\u30bf\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\uff08\u3082\u3061\u308d\u3093\u5c02\u9580\u7684\u306a\u77e5\u8b58\u304c\u3042\u308c\u3070\u3088\u308a\u7cbe\u5ea6\u304c\u3042\u304c\u308a\u307e\u3059\uff09<br \/>\n\u904b\u7528\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u3068\u3063\u3066\u306f\u3001\u3053\u3046\u3044\u3063\u305fAI\u6d3b\u7528\u306b\u3088\u308b\u696d\u52d9\u52b9\u7387\u3084\u4e8b\u696d\u5229\u7528\u306e\u5c0e\u5165\u4e8b\u4f8b\u3092\u91cf\u7523\u3067\u304d\u308b\u306e\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u5229\u7528\u4fa1\u5024\u304c\u5341\u5206\u306b\u3042\u308b\u306a\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e16\u306b\u65b0\u3057\u3044\u8ad6\u6587\u3084\u7406\u8ad6\u304c\u3069\u3093\u3069\u3093\u51fa\u3066\u3044\u308b\u306e\u3067\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u53cd\u6620\u3055\u308c\u308b\u524d\u306b\u3044\u308d\u3044\u308d\u8a66\u305b\u308b\u3068\u5e45\u304c\u5e83\u304c\u308a\u305d\u3046\u3067\u3059\u306d\u3002\uff08\u50d5\u306f\u307e\u3060\u3067\u304d\u3066\u3044\u306a\u3044\u3067\u3059\u304c\uff09<br \/>\n\u5e78\u3044AI\u5c0e\u5165\u306b\u5bfe\u3057\u3066\u306e\u6577\u5c45\u304c\u4f4e\u304f\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u305c\u3072\u305c\u3072\u89e6\u3063\u3066\u307f\u308b\u3068\u3044\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u4eca\u5f8c\u3082\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u3001\u5225\u306e\u5c0e\u5165\u4e8b\u4f8b\u306e\u7d39\u4ecb\u3092\u3057\u305f\u3044\u306a\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u308c\u3067\u306f\u3001Happy Hacking :)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u307f\u306a\u3055\u3093\u3053\u3093\u306b\u3061\u306f\u3001\u9234\u6728\u3067\u3059\u3002 Web\u5411\u3051\u30b2\u30fc\u30e0\u3092\u958b\u767a\u3059\u308b\u4ed5\u4e8b\u3092\u3057\u3066\u3044\u307e\u3059\u3002 \u4f1a\u793e\u3067\u306ftkc\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3001\u3069\u3046\u305e\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059\u3002 \u3055\u3066\u4eca\u56de\u306f\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u3068\u3044\u3046\u3053\u3068\u3067\u3001Deep Learning\u3092 [&hellip;]<\/p>\n","protected":false},"author":167,"featured_media":16352,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[9],"tags":[93,123,122],"class_list":["post-16347","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-info","tag-ai","tag-deep-learning","tag-keras"],"jetpack_featured_media_url":"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/03\/3761437-33c2d41f3dde1d3fb05af02158aac6f8a04c8b30.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/16347","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/users\/167"}],"replies":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/comments?post=16347"}],"version-history":[{"count":3,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/16347\/revisions"}],"predecessor-version":[{"id":16534,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/16347\/revisions\/16534"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/media\/16352"}],"wp:attachment":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/media?parent=16347"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/categories?post=16347"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/tags?post=16347"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}