{"id":16475,"date":"2017-05-30T10:57:15","date_gmt":"2017-05-30T01:57:15","guid":{"rendered":"http:\/\/labs.gree.jp\/blog\/?p=16475"},"modified":"2017-05-30T10:57:15","modified_gmt":"2017-05-30T01:57:15","slug":"deep-learning-%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e7%94%bb%e5%83%8f%e8%ad%98%e5%88%a5%e3%83%a2%e3%83%87%e3%83%ab%e3%81%ae%e5%b0%8e%e5%85%a5","status":"publish","type":"post","link":"https:\/\/labs.gree.jp\/blog\/2017\/05\/16475\/","title":{"rendered":"Deep Learning \u3092\u7528\u3044\u305f\u753b\u50cf\u8b58\u5225\u30e2\u30c7\u30eb\u306e\u5c0e\u5165"},"content":{"rendered":"<h1>\u80cc\u666f<\/h1>\n<p><span style=\"font-weight: 400;\">\u50d5\u306e\u958b\u767a\u62c5\u5f53\u3057\u3066\u3044\u308b\u30c1\u30fc\u30e0\u3067\u306f\u3001\u30d7\u30ed\u30c0\u30af\u30c8\uff08 SNS\u3001Web \u30b2\u30fc\u30e0\u7b49 \uff09\u306b\u304a\u3051\u308b\u30e6\u30fc\u30b6\u306e\u4efb\u610f\u6295\u7a3f\u3092\u30aa\u30da\u30ec\u30fc\u30bf\u306b\u3088\u3063\u3066\u76ee\u8996\u3067\u76e3\u67fb\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u904b\u55b6\u4e0a\u3001\u4e0d\u9069\u5207\u306a\u6295\u7a3f\u306e\u691c\u77e5\u3068\u524a\u9664\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3057\u304b\u3057\u3001\u30e6\u30fc\u30b6\u6295\u7a3f\u3059\u3079\u3066\u3092\u76ee\u8996\u3067\u76e3\u67fb\u3059\u308b\u306e\u306f\u30aa\u30da\u30ec\u30fc\u30bf\u306e\u8ca0\u8377\u304c\u9ad8\u3044\u305f\u3081\u3001\u4e0d\u9069\u5207\u3068\u601d\u308f\u308c\u308b\u6295\u7a3f\u3092\u30b7\u30b9\u30c6\u30e0\u3067\u9078\u5225\u3057\u305f\u4e0a\u3067\u3001\u30aa\u30da\u30ec\u30fc\u30bf\u306e\u76ee\u8996\u76e3\u67fb\u306b\u56de\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u3053\u3067\u3001\u5177\u4f53\u7684\u306b\u4e0d\u9069\u5207\u306a\u6295\u7a3f\u3068\u306f<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u7570\u6027\u3068\u306e\u51fa\u4f1a\u3044\u3092\u5e0c\u671b\u30fb\u8a98\u5c0e\u3059\u308b\u6295\u7a3f\uff08\u9752\u5c11\u5e74\u306e\u5065\u5168\u306a\u80b2\u6210\uff09<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u500b\u4eba\u60c5\u5831\u3092\u63b2\u8f09\u3059\u308b\u884c\u70ba\uff08\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\uff09<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u308f\u3044\u305b\u3064\u3001\u304a\u3088\u3073\u30b0\u30ed\u30c6\u30b9\u30af\u306a\u5185\u5bb9\uff08\u30b5\u30fc\u30d3\u30b9\u30af\u30aa\u30ea\u30c6\u30a3\u7dad\u6301\uff09\u3000\u7b49<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u30b0\u30ea\u30fc\u304c\u7981\u6b62\u3057\u3066\u3044\u308b\u884c\u70ba\u3092\u6307\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e0a\u8a18\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u7cbe\u5ea6\u5411\u4e0a\u304c\u50d5\u3089\u30c1\u30fc\u30e0\u306e\u76ee\u6a19\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u4e2d\u3067\u3082\u753b\u50cf\u4ed8\u304d\u306e\u6295\u7a3f\u306f\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308b\u9078\u5225\u304c\u96e3\u3057\u304f\u3001\u5927\u91cf\u306b\u76ee\u8996\u76e3\u67fb\u306b\u56de\u3059\u3053\u3068\u3067\u30b5\u30fc\u30d3\u30b9\u306e\u30af\u30aa\u30ea\u30c6\u30a3\u3092\u7dad\u6301\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305d\u3053\u3067\u4eca\u56de\u3001\u30e6\u30fc\u30b6\u306e\u753b\u50cf\u4ed8\u304d\u6295\u7a3f\u3092 <\/span><span style=\"font-weight: 400;\">Deep Learning <\/span><span style=\"font-weight: 400;\">\u3067\u81ea\u52d5\u8b58\u5225\u3059\u308b\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<h1><span style=\"font-weight: 400;\">\u65b9\u91dd<\/span><\/h1>\n<p><span style=\"font-weight: 400;\">\u672c\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u4e0a\u3067\u9078\u629e\u80a2\u3068\u3057\u3066\u3001Google Vision API \u3068 Tensorflow \u304c\u6319\u304c\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/cloud.google.com\/vision\/\"><span style=\"font-weight: 400;\">Google Vision API<\/span><\/a>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Google \u304c\u63d0\u4f9b\u3059\u308b\u753b\u50cf\u8a8d\u8b58 API <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u4e0d\u9069\u5207\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u691c\u51fa\uff08\u30bb\u30fc\u30d5\u30b5\u30fc\u30c1\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\uff08OCR\uff09\u7b49\u304c\u53ef\u80fd<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/www.tensorflow.org\/\"><span style=\"font-weight: 400;\">Tensorflow<\/span><\/a>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u540c\u3058\u304f Google \u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3001\u8907\u96d1\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u8a18\u8ff0\u53ef\u80fd<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u4e0a\u8a18\u3001\u9078\u629e\u80a2\u306e\u4e2d\u304b\u3089\u4ee5\u4e0b\u306e\u7406\u7531\u3092\u8003\u616e\u3057\u3066<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u30b0\u30ea\u30fc\u306e\u5224\u5b9a\u57fa\u6e96\u304c\u7279\u6b8a<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u4e0d\u9069\u5207\u3068\u5224\u5b9a\u3059\u308b\u57fa\u6e96\u306f\u30b0\u30ea\u30fc\u72ec\u81ea\u306e\u3082\u306e\u3067\u3042\u308a\u3001Vision API \u306e\u57fa\u6e96\u3068\u7570\u306a\u308b<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">GREE \u306f\u5168\u5e74\u9f62\u5bfe\u8c61\u30b5\u30a4\u30c8\u3067\u3042\u308b\u70ba\u3001\u57fa\u6e96\u306f\u4e00\u822c\u7684\u306a\u30ec\u30d9\u30eb\u3088\u308a\u3082\u53b3\u3057\u3081<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u904b\u7528\u30b3\u30b9\u30c8\u306e\u8003\u616e<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u6295\u7a3f\u4ef6\u6570 \u00d7 API \u4f7f\u7528\u6599\u3088\u308a\u3082\u81ea\u524d\u30e2\u30c7\u30eb\u751f\u6210\u3001\u904b\u7528\u306e\u65b9\u304c\u30b3\u30b9\u30c8\u304c\u4f4e\u3044<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Tensorflow \u3092\u7528\u3044\u305f\u81ea\u524d\u306e\u30e2\u30c7\u30eb\u751f\u6210\u3067\u5b9f\u88c5\u3092\u9032\u3081\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<h1><span style=\"font-weight: 400;\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/span><\/h1>\n<p><span style=\"font-weight: 400;\">\u8b58\u5225\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u30aa\u30da\u30ec\u30fc\u30bf\u306e\u76ee\u8996\u76e3\u67fb\u30ed\u30b0\u304b\u3089\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u5229\u7528\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">ham \u30c7\u30fc\u30bf@25,000\u4ef6<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><b>\u9069\u5207<\/b><span style=\"font-weight: 400;\">\u3068\u5224\u5b9a\u3092\u53d7\u3051\u305f\u753b\u50cf<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">spam \u30c7\u30fc\u30bf@25,000\u4ef6<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><b>\u4e0d\u9069\u5207<\/b><span style=\"font-weight: 400;\">\u3068\u5224\u5b9a\u3092\u53d7\u3051\u305f\u753b\u50cf<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u4e0a\u8a18\u30012\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\uff0840,000\u4ef6\uff09 \/ \u8a55\u4fa1\u30c7\u30fc\u30bf\uff0810,000\u4ef6\uff09\u306b\u5206\u5272\u3057\u3001Tensorflow \u3067\u7528\u3044\u308b tfrecords \u5f62\u5f0f\u306b\u56fa\u3081\u3066\u6e96\u5099\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/span><\/p>\n<h1><span style=\"font-weight: 400;\">\u30e2\u30c7\u30eb\u5b66\u7fd2<\/span><\/h1>\n<p><span style=\"font-weight: 400;\">\u6e96\u5099\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7528\u3044\u30662\u5024\u5206\u985e\uff08 ham \/ spam \uff09\u3059\u308b\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5b66\u7fd2\u7528\u30b5\u30fc\u30d0\u3068\u3057\u3066\u3001AWS EC2 \u306e GPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u69cb\u7bc9<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">OS\uff1aUbuntu 14.04<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u540d\uff1ag2.2xlarge<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u53f0\u6570\uff1a3\u53f0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u203b\u5225\u9014 python &amp; Tensorflow \u74b0\u5883\u69cb\u7bc9<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u753b\u50cf\u8a8d\u8b58\u3067\u5b9a\u756a\u306e CNN \u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-16476\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/model-499x400.png\" alt=\"\" width=\"499\" height=\"400\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/model-499x400.png 499w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/model-249x200.png 249w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/model.png 610w\" sizes=\"auto, (max-width: 499px) 100vw, 499px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">VGGnet \u3092 6\u5c64\u306b\u6e1b\u3089\u3057\u305f\u8efd\u91cf\u5316\u7248<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Convolutions 4\u5c64<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Fully Connection 2\u5c64<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">dropout<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">softmax_linear<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b Adam \u3092\u9078\u5b9a\u3057\u300120\u4e07 step \u5b66\u7fd2\u3092\u884c\u3044\u307e\u3057\u305f\u3002\uff08\u7d0412\u6642\u9593\uff09<\/span><\/p>\n<h1><span style=\"font-weight: 400;\">\u554f\u984c\u70b9<\/span><\/h1>\n<p><span style=\"font-weight: 400;\">\u4e0a\u8a18\u74b0\u5883\u306b\u3066\u3001\u5b66\u7fd2 &gt; \u8a55\u4fa1 &gt; \u7cbe\u5ea6\u304c\u826f\u3044\u30e2\u30c7\u30eb\u3092\u672c\u756a\u30c7\u30fc\u30bf\uff08\u672a\u77e5\u30c7\u30fc\u30bf\uff09\u306b\u9069\u7528\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3067\u7cbe\u5ea6\u304c\u826f\u3044\u30e2\u30c7\u30eb\u3067\u3082\u3001\u672c\u756a\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3059\u308b\u3068\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u2026<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uff08\u539f\u56e0\uff09<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">GREE \u30b5\u30fc\u30d3\u30b9\u306e\u4ed5\u69d8\u4e0a\u30011\u3064\u306e\u5165\u529b\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u8907\u6570\u306e\u753b\u50cf\u3092\u6dfb\u4ed8\u53ef\u80fd<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u6211\u3005\u306e\u30c1\u30fc\u30e0\u3067\u6271\u3046\u30b7\u30b9\u30c6\u30e0\u76e3\u67fb\u306e\u5358\u4f4d\u304c\u300c\u6295\u7a3f\u300d\u3054\u3068<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u3064\u307e\u308a\u30011\u3064\u306e\u300c\u6295\u7a3f\u300d\u306b\u8907\u6570\u306e\u753b\u50cf\u304c\u6dfb\u4ed8\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u3044\u305a\u308c\u304b1\u3064\u306e\u753b\u50cf\u304c\u4e0d\u9069\u5207\u3068\u5224\u5b9a\u3055\u308c\u308b\u3068\u305d\u306e\u4ed6\u306e\u9069\u5207\u306a\u753b\u50cf\u3082 spam \u30c7\u30fc\u30bf\u3068\u3057\u3066\u30ed\u30b0\u306b\u6b8b\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3053\u306e\u30ed\u30b0\u3092\u305d\u306e\u307e\u307e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u5229\u7528\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u9069\u5207\u306a\u753b\u50cf\u304c\u30ce\u30a4\u30ba\u3068\u306a\u308a\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u4e0a\u304c\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u307e\u305f\u3001\u5358\u306b\u4e0d\u9069\u5207\u3068\u8a00\u3063\u3066\u3082\u753b\u50cf\u306e\u7a2e\u985e\u306f\u69d8\u3005\u306a\u306e\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u5224\u5b9a\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u305f\u3081\u306b\u306f 2\u5024\u5206\u985e\u3067\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uff08\u5bfe\u7b56\uff09<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u554f\u984c\u3068\u306a\u308b\u4ed5\u69d8\u3092\u8e0f\u307e\u3048\u3001\u4ee5\u4e0b\u306e\u898b\u76f4\u3057\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">spam \u30c7\u30fc\u30bf\u306e\u9078\u5225\u3000<\/span><b>\u30ce\u30a4\u30ba\u9664\u53bb<\/b>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u300c\u6295\u7a3f\u300d\u3092\u753b\u50cf\u5358\u4f4d\u306b\u5206\u5272<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">ham\uff08\u9069\u5207\uff09\u5224\u5b9a\u306e\u753b\u50cf\u3092\u9664\u53bb<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">spam \u30c7\u30fc\u30bf\u306e\u7d30\u5206\u5316\u3000<\/span><b>\u8b58\u5225\u7cbe\u5ea6\u5411\u4e0a<\/b>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">ham \/ spam \u306e2\u5024\u5206\u985e\u304b\u3089\u753b\u50cf\u306e\u985e\u4f3c\u5ea6\u3092\u8003\u616e\u3057\u3066\u591a\u30af\u30e9\u30b9\u5206\u985e\u306b\u5909\u66f4<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u4f8b<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">ham(0)\uff1a\u30aa\u30da\u30ec\u30fc\u30bf\u304c\u9069\u5207\u3068\u5224\u5b9a<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">spam(1)\uff1a\u30aa\u30da\u30ec\u30fc\u30bf\u304c\u4e0d\u9069\u5207\u3068\u5224\u5b9a\uff08\u5351\u7325\u306a\u753b\u50cf\uff09<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">spam(2)\uff1a\u30aa\u30da\u30ec\u30fc\u30bf\u304c\u4e0d\u9069\u5207\u3068\u5224\u5b9a\uff08\u500b\u4eba\u60c5\u5831\u3092\u8a18\u8f09\u3057\u305f\u753b\u50cf\uff09\u3000\u7b49<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u3000\u3000\u3000\u3000\u3000\u3000\u3000\uff1a<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e0a\u8a182\u70b9\u306e\u898b\u76f4\u3057\u3092\u884c\u3046\u305f\u3081\u3001spam \u30c7\u30fc\u30bf\u3092\u4e00\u89a7\u3067\u53c2\u7167\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3092\u7528\u610f\u3057\u3066\u30aa\u30da\u30ec\u30fc\u30bf\u306b\u518d\u5ea6\u30e9\u3079\u30ea\u30f3\u30b0\u3092\u5b9f\u65bd\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u4f5c\u696d\u306b\u3088\u308a\u3001\u6700\u9069\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u305f\u306e\u3067\u3001\u518d\u5ea6\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u307e\u3057\u305f\u3002<\/span><\/p>\n<h1><span style=\"font-weight: 400;\">\u30e2\u30c7\u30eb\u7d50\u679c<\/span><\/h1>\n<p><span style=\"font-weight: 400;\">\u4e0a\u8a18\u30e2\u30c7\u30eb\u3092\u672c\u756a\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u305f\u969b\u306b\u3001\u30b5\u30fc\u30d3\u30b9\u30af\u30aa\u30ea\u30c6\u30a3\u306b\u5f71\u97ff\u306a\u3044\u7bc4\u56f2\u3067\u8aa4\u8b58\u5225\u3092\u8003\u616e\u3057\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u6bd4\u8f03\u3057\u3066\u76ee\u8996\u76e3\u67fb\u306e\u4ef6\u6570\u3092<\/span><b>\u534a\u5206<\/b><span style=\"font-weight: 400;\">\u306b\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\u3002<\/span><\/p>\n<h1><span style=\"font-weight: 400;\">\u904b\u7528\u30b7\u30b9\u30c6\u30e0<\/span><\/h1>\n<p><span style=\"font-weight: 400;\">\u30e2\u30c7\u30eb\u306f\u5b8c\u6210\u3057\u305f\u306e\u3067\u3001\u5b9f\u969b\u306e\u904b\u7528\u30b7\u30b9\u30c6\u30e0\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u753b\u50cf\u306e\u5224\u5b9a\u306f\u3001API \u30b5\u30fc\u30d0\u3092\u69cb\u7bc9\u3057\u3066\u305d\u3053\u306b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u5f62\u5f0f\u3068\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">WAF\uff1a<\/span><a href=\"https:\/\/falconframework.org\/\"><span style=\"font-weight: 400;\">falcon<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Server\uff1a<\/span><a href=\"http:\/\/gunicorn.org\/\"><span style=\"font-weight: 400;\">gunicorn<\/span><\/a><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u5197\u9577\u6027\u3092\u6301\u305f\u305b\u308b\u305f\u3081\u30013\u53f0\u69cb\u6210\u3067\u904b\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4ee5\u4e0b\u3001\u51e6\u7406\u306e\u6d41\u308c<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-16477\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/\u753b\u50cf\u30b7\u30b9\u30c6\u30e0-600x340.png\" alt=\"\" width=\"600\" height=\"340\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/\u753b\u50cf\u30b7\u30b9\u30c6\u30e0-600x340.png 600w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/\u753b\u50cf\u30b7\u30b9\u30c6\u30e0-276x156.png 276w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/\u753b\u50cf\u30b7\u30b9\u30c6\u30e0-768x435.png 768w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2017\/05\/\u753b\u50cf\u30b7\u30b9\u30c6\u30e0.png 820w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<ol>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u30e6\u30fc\u30b6\u6295\u7a3f\uff08\u753b\u50cf\u4ed8\u304d\uff09<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u753b\u50cfURL\u53d6\u5f97<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">API \u30ea\u30af\u30a8\u30b9\u30c8<\/span>\n<ol>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">API \u30b5\u30fc\u30d0 <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">URL \u30ea\u30b9\u30c8\u3092\u53d7\u3051\u53d6\u3063\u3066\u3001\u753b\u50cf\u3092\u53d6\u5f97<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u753b\u50cf\u3092 tensor \u306b\u5909\u63db<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u30e2\u30c7\u30eb\u5224\u5b9a<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u753b\u50cf\u3054\u3068\u306b\u5404\u30af\u30e9\u30b9\u306e\u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3057\u305f\u7d50\u679c\u3092\u8fd4\u3059<\/span><\/li>\n<\/ol>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">API \u30ec\u30b9\u30dd\u30f3\u30b9<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u30aa\u30da\u30ec\u30fc\u30bf\u306b\u3088\u308b\u76ee\u8996\u76e3\u67fb<\/span><\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u5224\u5b9a\u7d50\u679c\u306b\u3088\u308a\u3001\u76ee\u8996\u76e3\u67fb\u306e\u5bfe\u8c61\u306b\u306a\u3089\u306a\u304b\u3063\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4e00\u90e8\u76ee\u8996\u76e3\u67fb\u306b\u56de\u3059\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u4f4e\u4e0b\u3092\u691c\u77e5\u51fa\u6765\u308b\u3088\u3046\u306a\u4ed5\u7d44\u307f\u306b\u3057\u3066\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h1><span style=\"font-weight: 400;\">\u6240\u611f<\/span><\/h1>\n<p><span style=\"font-weight: 400;\">\u50d5\u306e\u6240\u5c5e\u3059\u308b\u30c1\u30fc\u30e0\u3067\u306f\u3001\u76e3\u67fb\u696d\u52d9\u306e\u52b9\u7387\u5316\u306e\u305f\u3081\u3001\u3053\u308c\u307e\u3067\u306b\u3082\u69d8\u3005\u306a\u624b\u6cd5\u3067\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u306e\u8b58\u5225\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u53d6\u308a\u5165\u308c\u3066\u304d\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u50d5\u81ea\u8eab\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u5bb6\u3067\u306f\u306a\u304f\u3001\u3053\u306e\u3088\u3046\u306a\u696d\u52d9\u306b\u53d6\u308a\u7d44\u3080\u6a5f\u4f1a\u304c\u307b\u3068\u3093\u3069\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u524d\u4efb\u306e\u65b9\u3092\u542b\u3081\u3001\u793e\u5185\u306e\u77e5\u898b\u306e\u3042\u308b\u65b9\u306b\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u9802\u304d\u306a\u304c\u3089\u3001\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u3068\u8a66\u884c\u932f\u8aa4\u3057\u3066\u6700\u7d42\u7684\u306b\u6210\u679c\u3092\u51fa\u305b\u305f\u3053\u3068\u306f\u826f\u304b\u3063\u305f\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u672c\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u4e0a\u3067\u5229\u7528\u3057\u305f Tensorflow \u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u5145\u5b9f\u3057\u3066\u3044\u3066\u3001\u30b3\u30fc\u30c9\u8a18\u8ff0\u3082\u7c21\u6f54\u306b\u66f8\u3051\u308b\u305f\u3081\u3001\u50d5\u306e\u3088\u3046\u306a\u521d\u5fc3\u8005\u3067\u3082\u5c11\u306a\u3044\u5b66\u7fd2\u30b3\u30b9\u30c8\u3067\u30b7\u30b9\u30c6\u30e0\u5c0e\u5165\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\u3002\uff08\u3080\u3057\u308d\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u77e5\u8b58\u306e\u30a4\u30f3\u30d7\u30c3\u30c8\u304c\u5927\u5909\u2026<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4eca\u3067\u306f\u3001Tensorflow \u3068 Theano \u7528\u306e Deep Learning \u30e9\u30a4\u30d6\u30e9\u30ea Keras \u3082\u3042\u308b\u306e\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u8208\u5473\u3042\u308b\u65b9\u306f\u3001\u696d\u52d9\u3067\u306a\u304f\u3068\u3082\u8272\u3005\u89e6\u3063\u3066\u307f\u308b\u306e\u306f\u697d\u3057\u3044\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span 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SNS\u3001Web \u30b2\u30fc\u30e0\u7b49 \uff09\u306b\u304a\u3051\u308b\u30e6\u30fc\u30b6\u306e\u4efb\u610f\u6295\u7a3f\u3092\u30aa\u30da\u30ec\u30fc\u30bf\u306b\u3088\u3063\u3066\u76ee\u8996\u3067\u76e3\u67fb\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u904b\u55b6\u4e0a\u3001\u4e0d\u9069\u5207\u306a\u6295\u7a3f\u306e\u691c\u77e5\u3068\u524a\u9664\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u30e6\u30fc\u30b6\u6295\u7a3f\u3059\u3079\u3066 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