{"id":14648,"date":"2015-12-01T00:00:49","date_gmt":"2015-11-30T15:00:49","guid":{"rendered":"http:\/\/labs.gree.jp\/blog\/?p=14648"},"modified":"2015-12-01T00:26:29","modified_gmt":"2015-11-30T15:26:29","slug":"deep-learning%e3%81%a7%e3%82%b9%e3%82%b1%e3%82%b8%e3%83%a5%e3%83%bc%e3%83%ab%e8%aa%bf%e6%95%b4%e3%81%97%e3%81%a6%e3%81%bf%e3%82%8b%e3%80%81%e3%81%9f%e3%82%81%e3%81%ae%e8%87%aa%e7%84%b6%e8%a8%80","status":"publish","type":"post","link":"https:\/\/labs.gree.jp\/blog\/2015\/12\/14648\/","title":{"rendered":"Deep Learning\u3067\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u8abf\u6574\u3057\u3066\u307f\u308b\u3001\u305f\u3081\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u3057\u3066\u307f\u305f"},"content":{"rendered":"<p><a href=\"http:\/\/labs.gree.jp\/blog\/2015\/11\/14583\/\">GREE Advent Calendar 2015<\/a>\u306e1\u65e5\u76ee\u62c5\u5f53\u306e<a href=\"https:\/\/twitter.com\/masaki_fujimoto\">\u3075\u3058\u3082\u3068<\/a>\u3067\u3059\u3001\u30b0\u30ea\u30fc\u682a\u5f0f\u4f1a\u793e\u3067CTO\u3092\u3057\u3066\u307e\u3059\u3001\u3082\u304610\u5e74\u76ee\u3067\u3059\u3002<\/p>\n<p>\u4eca\u5e74\u3082Christmas\u306b\u5411\u3051\u3066\u307f\u3093\u306a\u3067\u6bce\u65e5\u66f4\u65b0\u3057\u3066\u3044\u304d\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u305c\u3072\u3088\u308d\u3057\u304f\u304a\u306d\u304c\u3044\u3057\u307e\u3059\u3002<\/p>\n<h1>\u308f\u308a\u3068\u3069\u3046\u3067\u3082\u3088\u3044\u5e8f<\/h1>\n<p><a href=\"http:\/\/labs.gree.jp\/blog\/2014\/12\/13283\/\">\u53bb\u5e74<\/a>\u3001<a href=\"http:\/\/labs.gree.jp\/blog\/2013\/12\/10424\/\">\u4e00\u6628\u5e74<\/a>\u306f25\u65e5\u62c5\u5f53\u3060\u3063\u305f\u3093\u3067\u3059\u304c\u3001\u4eca\u5e74\u306f (\u306a\u3093\u3067\u304b\u306f\u77e5\u3089\u306a\u3044\u3051\u3069) 1\u65e5\u76ee\u66f8\u304f\u3053\u3068\u306b\u306a\u3063\u305f\u306e\u3067\u3001\u3061\u3087\u3063\u3068\u8da3\u5411\u3092\u5909\u3048\u3066\u6280\u8853\u7684\u306a\u5185\u5bb9\u306b\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u30bf\u30a4\u30c8\u30eb\u306b\u3001Deep Learning\u3060\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (\u4ee5\u4e0bNLP) \u3060\u306e\u66f8\u3044\u3066\u307e\u3059\u304c\u3001\u307c\u304f\u306f\u6a5f\u68b0\u5b66\u7fd2\u3084NLP\u3001\u306f\u305f\u307e\u305fDeep Learning\u306e\u5c02\u9580\u5bb6\u3067\u3082\u306a\u304f\u3063\u3066\u3001\u305f\u3057\u306a\u3080\u7a0b\u5ea6\u306b\u52c9\u5f37\u3057\u3066\u3044\u305f\u304f\u3089\u3044\u3067\u3059\u3002\u306e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u306a\u308d\u3046\u3063\u3066\u3044\u3046\u3088\u308a\u306f\u3001\u3044\u308d\u3044\u308d\u8a66\u3057\u3066\u307f\u305f\u3063\u3066\u3044\u3046\u65b9\u5411\u306b\u306a\u3063\u3066\u307e\u3059\u3002<\/p>\n<h1>Summary<\/h1>\n<ul>\n<li>\u308f\u308a\u3068\u5358\u7d14\u306aCNN + \u5c11\u306a\u3044\u30b3\u30fc\u30d1\u30b9\u3067\u3082\u3001\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u306f\u5b9f\u7528\u30ec\u30d9\u30eb\u3067NLP\u304c\u3067\u304d\u3061\u3083\u3044\u307e\u3059 (\u7d50\u679c\u306f<a href=\"http:\/\/tekitou-na-domain.jp\/\">\u3053\u3061\u3089<\/a> \u3067\u8a66\u305b\u307e\u3059 \/ \u30b3\u30fc\u30d1\u30b9\u53ce\u96c6\u517c\u306d\u3066\u307e\u3059\u3001\u306e\u3067\u3001\u305c\u3072\u904a\u3093\u3067\u307f\u3066\u304f\u3060\u3055\u3044)<\/li>\n<li>TensorFlow\u4fbf\u5229\u3067\u3059\u3001\u57fa\u672c\u7684\u306a\u3064\u304b\u3044\u304b\u305f\u306f\u3082\u3046\u591a\u304f\u306e\u8a18\u4e8b\u304c\u3042\u308b\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u4ed6\u306b\u66f8\u3044\u3066\u3044\u306a\u304b\u3063\u305f\u70b9\u3060\u3051\u88dc\u8db3\u3057\u3066\u3044\u307e\u3059<\/li>\n<li>\u4eca\u5f8c\u306f\u3001MV-RNN\u3001RNTN\u306a\u3069\u306e\u5225\u306eDeep Learning\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3001\u65e2\u5b58\u306e\u6210\u719f\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306e\u6bd4\u8f03\u3092\u3057\u3066\u307f\u305f\u304b\u3063\u305f\u3001\u304c\u305d\u3053\u306f\u307e\u3060\u3067\u304d\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u4eca\u5ea6\u8a66\u3057\u305f\u3089\u307e\u305f\u8a18\u4e8b\u66f8\u3044\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059<\/li>\n<\/ul>\n<h1>Deep Learning\u3067\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/h1>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u672c\u984c\u306b\u3082\u3069\u3063\u3066\u3001Deep Learning\u3067\u4eba\u9593\u3068\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u8abf\u6574...\u3092\u3057\u3088\u3046\u3068\u601d\u3046\u3068\u3001\u5fc5\u7136\u81ea\u7136\u8a00\u8a9e\u306e\u3084\u308a\u3068\u308a\u3068\u304b\u3082\u767a\u751f\u3057\u5f97\u308b\u306e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u307e\u305a\u306f\u305d\u3053\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>Deep Learning\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u307f\u306a\u3055\u307e\u3054\u5b58\u77e5<a href=\"http:\/\/chainer.org\/\">Chainer<\/a>\u3001<a href=\"http:\/\/caffe.berkeleyvision.org\/\">Caffe<\/a>\u3001\u305d\u3057\u3066\u5148\u6708\u516c\u958b\u3055\u308c\u305f<a href=\"http:\/\/www.tensorflow.org\/\">TensorFlow<\/a>\u306a\u3069\u306a\u3069\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u305b\u3063\u304b\u304f\u306a\u306e\u3067\u4e00\u756a\u65b0\u3057\u3044TensorFlow\u3092\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n<h2>TensorFlow\u6982\u89b3<\/h2>\n<p>TensorFlow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3084\u57fa\u672c\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/qiita.com\/tags\/TensorFlow\/items\">Qiita\u306b\u3082\u305f\u304f\u3055\u3093\u306e\u65e5\u672c\u8a9e\u8a18\u4e8b<\/a>\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3053\u3053\u3067\u306f\u5272\u611b\u3057\u3066\u3001\u3042\u3093\u307e\u308a\u66f8\u3044\u3066\u306a\u3055\u305d\u3046\u306a\u3068\u3053\u308d\u306b\u7d5e\u3063\u3066\u5c11\u3057\u3060\u3051\u88dc\u8db3\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<h3>MNIST, MNIST, MNIST<\/h3>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u307c\u304f\u3092\u542b\u3080\u300c\u3068\u308a\u3042\u3048\u305aTensorFlow\u3063\u3066\u3044\u3046\u306e\u8a66\u3057\u3066\u307f\u3088\u3046\u300d\u6d3e\u306a\u304b\u305f\u304c\u305f\u306f\u3001MNIST\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u8a66\u3057\u3066\u307f\u308b\u304b\u305f\u304c\u591a\u3044\u3068\u601d\u3046\u3093\u3067\u3059\u304c\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u69cb\u7bc9\u3057\u3066\u3044\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3060\u3051\u3067\u3082\u3001\u3042\u308c\u3084\u3053\u308c\u3084\u3068\u300c\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u6700\u9069\u306a\u3093\u3060\u308d\u3046\uff1f\u300d\u3068\u3044\u3046\u30dd\u30a4\u30f3\u30c8\u306f\u3042\u3063\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n<h4>patch size<\/h4>\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3084\u3001\u898b\u308b\u9650\u308a\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u5404\u7573\u307f\u8fbc\u307f\u5c64\u306epatch size\u30925 x 5\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3067\u306f6 x 6\u3060\u3068\u3069\u3046\u3067\u3057\u3087\u3046\uff1f7 x 7\u3060\u3068\uff1f\u3068\u304b\u601d\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3061\u306a\u307f\u306b\u3053\u306e\u5024\u306f\u3001\u5165\u529b\u3055\u308c\u3066\u3044\u308b\u914d\u5217\u306e\u30b5\u30a4\u30ba\u3088\u308a\u5c0f\u3055\u3051\u308c\u3070\u4e00\u5fdc\u3044\u304f\u3064\u3067\u3082\u52d5\u4f5c\u306f\u3059\u308b\u306f\u305a\u3067\u3059\u3002\u307e\u305f\u3001\u5fc5\u305a\u3057\u3082\u6b63\u65b9\u5f62(?)\u3067\u3042\u308b\u5fc5\u8981\u3082\u306a\u3044\u306e\u3067\u3001\u305f\u3068\u3048\u30705 x 4\u306e\u307b\u3046\u304c\u7cbe\u5ea6\u304c\u3067\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3001\u306a\u3093\u3068\u306a\u304f\u30c0\u30e1\u305d\u3046\u3067\u306f\u3042\u308a\u307e\u3059\u304c (\u3061\u306a\u307f\u306bMNIST\u306e\u4f8b\u3067\u306f\u30015 x 5\u4ee5\u5916\u3060\u3068\u5f90\u3005\u306b\u7cbe\u5ea6\u304c\u843d\u3061\u3066\u3044\u304d\u307e\u3057\u305f...\u306e\u3067\u304d\u3063\u3068\u8a66\u3057\u305f\u9650\u308a\u3067\u306f5 x 5\u304c\u6700\u9069\u3063\u307d\u3044\u3067\u3059\u304c\u3001\u5b9f\u306f\u307c\u304f\u306f\u306a\u305c\u3053\u308c\u304c\u6700\u9069\u304b\u306f\u5206\u304b\u3063\u3066\u3044\u307e\u305b\u3093)\u3002<\/p>\n<h4>max pooling<\/h4>\n<p>\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082max pooling\u306b\u9650\u3089\u305a\u5e7e\u3064\u304b\u306e\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059 (\u305d\u3082\u305d\u3082\u5143\u306f\u5e73\u5747\u5024\u304c\u4e3b\u6d41\u3060\u3063\u305f\u3068\u304b\u306a\u3093\u3068\u304b)\u3002\u307e\u305f\u3001\u3053\u308c\u306f\u3042\u307e\u308a\u8a66\u3059\u4fa1\u5024\u304c\u306a\u3044\u6c17\u3082\u3057\u307e\u3059\u304c\u3001window\u306e\u30b5\u30a4\u30ba\u30822x2\u4ee5\u5916\u3060\u3068\u3069\u3046\u306a\u308b\u3093\u3060\u308d\u3046\u3068\u304b\u601d\u3063\u3066\u3057\u307e\u3044\u307e\u3059 (\u4f8b\u3048\u3070 2 x 1\u306ewindow\u3067\u3082\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3059\u3001\u7cbe\u5ea6\u843d\u3061\u308b\u3060\u3051\u306a\u6c17\u304c\u3059\u308b\u306e\u3067\u8a66\u3057\u3066\u3044\u307e\u305b\u3093\u304c)\u3002<\/p>\n<p>\u306a\u304a\u3001TensorFlow\u306b\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u3001max_pool()\u306e\u4ed6\u306b\u3001avg_pool()\u3068max_pool_with_argmax()\u3068\u3044\u3046\u30e1\u30bd\u30c3\u30c9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/h4>\n<p>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3064\u3044\u3066\u3082\u3001\u5f53\u7136\u69d8\u3005\u306a\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002TensorFlow\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306f\u5145\u5b9f\u3057\u3066\u3044\u3066\u3001MNIST\u306b\u7d9a\u3044\u3066CIFAR-10\u306e\u4f8b\u304c\u3042\u308b\u308f\u3051\u3067\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u9055\u3063\u305f\u30ec\u30a4\u30e4\u69cb\u9020\u3092\u4f5c\u3063\u3066\u3044\u307e\u3059 (\u5165\u529b\u306e\u30c1\u30e3\u30cd\u30eb\u30823\u6b21\u5143\u3067\u3059\u3057\u306d)\u3002\u3053\u306e\u3042\u305f\u308a\u306b\u3064\u3044\u3066\u306f\u3001\u65e5\u3005\u4e16\u754c\u4e2d\u306e\u3059\u3054\u3044\u3072\u3068\u305f\u3061\u304c\u591a\u304f\u306e\u30c1\u30e3\u30ec\u30f3\u30b8\u3092\u3057\u3066\u3044\u3066\u3001<a href=\"http:\/\/www.jcss.gr.jp\/meetings\/jcss2015\/proceedings\/pdf\/JCSS2015_P3-21.pdf\">\u3053\u3061\u3089\u306epaper<\/a>\u306f\u3001\u65e5\u672c\u8a9e\u3067ILSVRC (ImageNet Large Scale Visual Reconition Challenge \/ 2012\u5e74\u3067Deep Learning\u3092\u5229\u7528\u3057\u305f\u30c1\u30fc\u30e0\u304c\u7cbe\u5ea6\u3092\u8df3\u306d\u4e0a\u3052\u305f\u306e\u6709\u540d\u3067\u3059\u306d\u3001\u3068\u3044\u3046\u304b\u307c\u304f\u3082\u305d\u308c\u3067\u77e5\u308a\u307e\u3057\u305f) \u3067\u5229\u7528\u3055\u308c\u305f\u69d8\u3005\u306a\u4f8b\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3053\u3046\u306a\u308b\u3068\u3001\u3082\u3046\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u308a\u3001\u306a\u3069\u306a\u3069\u306f\u81ea\u52d5\u3067\u3084\u3063\u3066\u304f\u308c\u306a\u3044\u304b\u306a\u30fc\u3001\u3068\u304b\u601d\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u306d (\u4ed6\u529b\u672c\u9858)\u3002\u305f\u3060\u5b9f\u969b\u306e\u3068\u3053\u308d\u3001\u305d\u308c\u3092\u3084\u308b\u306b\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u304c\u307e\u3060\u307e\u3060\u8db3\u308a\u306a\u305d\u3046\u3067\u3001\u3042\u3041\u3069\u306a\u305f\u304b100G\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u7e4b\u304c\u3063\u305fGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30921,000,000\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304f\u3089\u3044\u3044\u305f\u3060\u3051\u306a\u3044\u3082\u306e\u3067\u3057\u3087\u3046\u304b\u3001\u306a\u3069\u3068\u601d\u3063\u3066\u3057\u307e\u3044\u307e\u3059 (\u6301\u3066\u4f59\u3057\u305d\u3046\u3067\u3059\u304c)\u3002<\/p>\n<p>\u5b9f\u969b\u306a\u3093\u3089\u304b\u306e\u30bf\u30b9\u30af\u304c\u3042\u3063\u305f\u3068\u304d\u306b\u3001\u3067\u306f\u3069\u3046\u3044\u3046\u30ec\u30a4\u30e4\u3092\u4f5c\u3063\u3066\u3001\u3069\u3046\u3044\u3046\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u3001\u305d\u3082\u305d\u3082\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9078\u629e\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u3001\u306f\u3001\u307e\u3060\u307e\u3060\u4eba\u9593\u304c\u8003\u3048\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u306e\u3067\u3001\u305d\u306e\u9078\u629e\u3082\u4e0d\u8981\u306b\u306a\u3063\u305f\u3089\u3055\u3089\u306b\u8eab\u8fd1\u306b\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u304c\u8a66\u305b\u305d\u3046\u3067\u3059\u3002<\/p>\n<h3>FAQ: tensorflow.Session()\u304c\u7d42\u308f\u3089\u306a\u3044<\/h3>\n<p>\u30c6\u30b9\u30c8\u7528\u306eunbutu\u3067TensorFlow\u3092\u52d5\u304b\u3057\u3066\u3044\u308b\u3068\u3001\u3057\u3070\u3057\u3070\u51e6\u7406\u304c\u7d42\u308f\u3089\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002trace\u3059\u308b\u3068\u3001tensorflow.Session() (\u3042\u308b\u3044\u306fInteractiveSession()) \u3067hang\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u308c\u306f (strace\u3059\u308b\u3068\u308f\u304b\u308b\u901a\u308a) \u3042\u307e\u308aI\/O\u7b49\u306e\u306a\u3044\u30b5\u30fc\u30d0\u3060\u3068\u3001\/dev\/random\u304c\u5341\u5206\u306a\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3092\u5f97\u3089\u308c\u305a\u306b\u6b62\u307e\u3063\u3066\u3044\u308b\u72b6\u614b\u3067\u3059\u3002<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u3068\u308a\u3042\u3048\u305aproduction\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3060\u3068\u601d\u3046\u306e\u3067\u3001\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3092\u30a8\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3066\u3057\u307e\u3048\u3070ok\u3067\u3059\u3002ubuntu\u3060\u3068\u4e00\u756a\u624b\u8efd\u306a\u306e\u306fhaveged\u3042\u305f\u308a\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<pre class=\"theme:github lang:sh toolbar:2 decode:true \" >$ sudo apt-get install haveged<\/pre>\n<p>\u3067\u3001\u304a\u305d\u3089\u304f\u6b62\u307e\u308b\u3053\u3068\u306f\u306a\u304f\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<h3>FAQ: summary\u3092\u51fa\u529b\u3057\u3088\u3046\u3068\u3057\u305f\u3089\u30a8\u30e9\u30fc<\/h3>\n<p>TensorBoard\u3067\u30b0\u30e9\u30d5\u3092\u307f\u308b\u305f\u3081\u306b:<\/p>\n<pre class=\"theme:github toolbar:2 lang:python decode:true \" >summary_op = tf.merge_all_summaries()\nsummary_writer = tf.train.SummaryWriter(\"\/tmp\/tensorboard\", sess.graph_def)\n<\/pre>\n<p>\u3068\u3057\u3066\u5404step\u3067<\/p>\n<pre class=\"theme:github toolbar:2 lang:python decode:true \" >summary_str = sess.run(summary_op, feed_dict={x_pl: batch[0], y_pl: batch[1], keep_prob: 1.0})\nsummary_writer.add_summary(summary_str, i)\n<\/pre>\n<p>\u3068\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u3053\u3067<\/p>\n<pre class=\"theme:github toolbar:2 lang:default decode:true \" >TypeError: Fetch argument None of None has invalid type &lt;type 'NoneType'&gt;, must be a string or Tensor. (Can not convert a NoneType into a Tensor or Operation.)\n<\/pre>\n<p>\u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u3067\u308b\u5834\u5408\u306f\u30011\u3064\u4ee5\u4e0a\u306e tf.scalar_summary() \u3092\u547c\u3073\u51fa\u3057\u3066\u304f\u3060\u3055\u3044 (\u3053\u308c\u304c\u306a\u3044\u3068\u3001add_summary\u304c\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059)\u3002\u307c\u304f\u306f\u3061\u3087\u3063\u3068\u3060\u3051\u30cf\u30de\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2>\u30bf\u30b9\u30af\u306e\u8a2d\u8a08<\/h2>\n<p>\u3055\u3066\u3001TensorFlow\u306b\u3064\u3044\u3066\u306f\u672c\u984c\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u307f\u307e\u3059\u3002\u3068\u306f\u3044\u3048\u3042\u3093\u307e\u308a\u96e3\u3057\u3044\u30bf\u30b9\u30af\u306f\u5927\u5909\u305d\u3046\u306a\u306e\u3067\u3001\u3044\u3084\u306a\u306b\u304c\u5927\u5909\u3063\u3066\u591a\u304f\u306e\u5834\u5408\u5927\u91cf\u306e\u30b3\u30fc\u30d1\u30b9\u304c\u5fc5\u8981\u306b\u306a\u308b\u306e\u3067\u3001\u305d\u3053\u304c\u5927\u5909\u3060\u3068\u601d\u3046\u306e\u3067\u3059\u3002\u305d\u308c\u306f\u305d\u308c\u3068\u3057\u3066\u3001\u3053\u3053\u3067\u306f\u72b6\u6cc1\u3092:<\/p>\n<ul>\n<li>\u65e5\u7a0b\u8abf\u6574\u306e\u4f9d\u983c\u30e1\u30fc\u30eb\u3092\u51fa\u3057\u3066\u304a\u8fd4\u4e8b\u3092\u53d7\u3051\u53d6\u308a\u307e\u3057\u305f<\/li>\n<\/ul>\n<p>\u3068\u4eee\u5b9a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070<\/p>\n<pre><code>XXX \u69d8\n\n\u5e73\u7d20\u3088\u308a\u5927\u5909\u304a\u4e16\u8a71\u306b\u306a\u3063\u3066\u304a\u308a\u307e\u3059\u3001YYY\u3068\u7533\u3057\u307e\u3059\u3002\n\n\u6539\u3081\u3066\u65e5\u7a0b\u3092\u8abf\u6574\u3055\u305b\u3066\u9802\u304d\u305f\u304f\u3001\u3054\u9023\u7d61\u3044\u305f\u3057\u307e\u3057\u305f\u3002\u5927\u5909\u6050\u7e2e\u3067\u3059\u304c\u3001\u4e0b\u8a18\u5019\u88dc\u65e5\u3088\u308a\u3054\u90fd\u5408\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002\n\u96e3\u3057\u3044\u5834\u5408\u306f\u304a\u6c17\u8efd\u306b\u304a\u7533\u3057\u4ed8\u3051\u304f\u3060\u3055\u3044\u3002\n\n\u30fb12\u6708 11\u65e5 (\u91d1) 13:30 \uff5e 16:00\u306e\u9593\n\u30fb12\u6708 14\u65e5 (\u6708) 15:00 \uff5e 18:00\u306e\u9593\n\u30fb12\u6708 15\u65e5 (\u706b) 15:30 \uff5e 16:30\u306e\u9593\n\n\u3054\u691c\u8a0e\u306e\u307b\u3069\u3001\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u7533\u3057\u3042\u3052\u307e\u3059\u3002\n<\/code><\/pre>\n<p>\u3068\u3044\u3046\u3068\u3063\u3066\u3082\u4e01\u5be7\u306a\u30e1\u30fc\u30eb\u3092\u304a\u9001\u308a\u3057\u3066\u3001\u305d\u306e\u304a\u8fd4\u4e8b\u304c\u304b\u3048\u3063\u3066\u6765\u307e\u3057\u305f\u3001\u3068\u3044\u3046\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<p>\u305d\u3046\u3059\u308b\u3068\u307b\u307c\u5168\u3066\u5834\u5408:<\/p>\n<ul>\n<li>\u305d\u306e\u65e5\u7a0b\u3067ok\u3067\u3059<\/li>\n<li>\u3044\u3084\u305d\u3053\u306f\u7121\u7406\u306a\u306e\u3067\u5225\u306a\u65e5\u3067<\/li>\n<\/ul>\n<p>\u306e2\u629e\u306b\u306a\u308b\u3060\u308d\u3046\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3044\u304d\u306a\u308a\u300c\u305d\u3046\u3044\u3048\u3070\u3055\u30fc\u300d\u3068\u304b\u8a71\u984c\u3092\u9038\u3089\u3057\u51fa\u3059\u3088\u3046\u306a\u3001\u305d\u308c\u4ee5\u5916\u306e\u30b1\u30fc\u30b9\u306b\u3064\u3044\u3066\u306f\u5fd8\u308c\u307e\u3057\u3087\u3046 (\u5b9f\u969b\u306b\u306f\u300c\u3042\u3001\u3058\u3083\u3041\u3042\u306e\u4eba\u3082\u8ffd\u52a0\u3067\u300d\u3068\u304b\u3044\u308d\u3044\u308d\u3042\u308b\u3093\u3067\u3059\u304c\u3001\u305d\u308c\u306f\u6a5f\u68b0\u3067\u306e\u51e6\u7406\u3092\u8ae6\u3081\u308b\u65b9\u5411\u3067)\u3002\u3068\u3044\u3046\u5f62\u3067\u5358\u7d14\u5316\u3059\u308b\u3068\u3001\u4eca\u56de\u8003\u3048\u308b\u30bf\u30b9\u30af\u306f:<\/p>\n<ul>\n<li>(\u30e1\u30fc\u30eb\u306e\u8fd4\u4fe1\u3067\u3042\u308d\u3046)\u30c6\u30ad\u30b9\u30c8\u3092\u5165\u529b\u3068\u3057\u3066\u53d7\u3051\u53d6\u3063\u3066<\/li>\n<li>(1) \u305d\u306e\u65e5\u7a0b\u3067OK (2) \u305d\u306e\u65e5\u7a0b\u306f\u7121\u7406 (3) \u306a\u3093\u3060\u304b\u308f\u304b\u3089\u306a\u3044\u3001\u306e3\u5024\u306b\u5206\u985e\u3059\u308b<\/li>\n<\/ul>\n<p>\u304f\u3089\u3044\u306b\u3057\u3066\u3057\u307e\u3048\u305d\u3046\u3067\u3059\u3002\u8ffd\u52a0\u3067\u3001\u65e5\u4ed8\u56fa\u6709\u8868\u73fe\u306e\u62bd\u51fa\u3082\u3067\u304d\u308c\u3070\u306a\u304a\u3088\u3044\u3067\u3059\u3002<\/p>\n<h2>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9078\u629e<\/h2>\n<p>\u3068\u3044\u3046\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u3001\u3069\u3046\u3044\u3046\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 (\u3068\u3044\u3046\u304b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u3044\u3046\u304b) \u304c\u9069\u5207\u304b\u3001\u3068\u3044\u3046\u3053\u3068\u3092\u6c7a\u3081\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u3068\u308a\u3042\u3048\u305aDeep Learning\u3067NLP\u3068\u3044\u3048\u3070RNN\u304c\u3088\u304f\u53d6\u308a\u4e0a\u3052\u3089\u308c\u3066\u3044\u3066\u3001\u3053\u308c\u306fTensorFlow\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u3082\u3042\u308a\u305d\u3046\u3060\u3057\u7c21\u5358\u306b\u8a66\u305b\u305d\u3046\u3067\u3059...\u306a\u3093\u3067\u3059\u304c\u3001\u610f\u5473\u306e\u62bd\u51fa\u3001\u3042\u308b\u3044\u306f\u5206\u985e\u3001\u3068\u8003\u3048\u308b\u3068\u76f4\u63a5\u306f\u5229\u7528\u3067\u304d\u306a\u305d\u3046\u3067\u3001\u69cb\u7bc9\u3057\u3066\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u3055\u3089\u306b\u3069\u3046\u3044\u3046\u51e6\u7406\u3092\u884c\u3046\u304b\u3001\u3063\u3066\u3053\u3068\u306b\u306a\u3063\u3066\u3061\u3087\u3063\u3068\u5927\u5909\u305d\u3046\u3067\u3059 (\u3053\u306e\u3042\u305f\u308a\u306f\u307c\u304f\u306e\u7406\u89e3\u304c\u6d45\u3044\u3060\u3051\u304b\u3082\u3057\u308c\u307e\u305b\u3093)\u3002<\/p>\n<p>\u3067\u3001\u610f\u5473\u8868\u73fe\u306e\u62bd\u51fa\u306b\u3064\u3044\u3066\u306fMatrix Vector RNN (MV-RNN) \u3042\u308b\u3044\u306fRecursive Neural Tensor Network (RNTN) \u3068\u3044\u3046\u624b\u6cd5\u3082<a href=\"http:\/\/nlp.stanford.edu\/~socherr\/EMNLP2013_RNTN.pdf\">\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u304c<\/a> (\u305d\u3057\u3066\u3082\u3061\u308d\u3093\u4ed6\u306b\u3082\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059)\u3001\u6b63\u76f4\u306a\u3068\u3053\u308d\u3001\u8ad6\u6587\u8aad\u307f\u306a\u304c\u3089RNTN\u3092\u305d\u308c\u3063\u307d\u304f\u5b9f\u88c5\u3057\u3066\u307f\u305f\u3093\u3067\u3059\u304c\u3001\u5168\u304f\u7cbe\u5ea6\u304c\u3042\u304c\u3089\u306a\u304f\u3063\u3066\u3001\u3053\u308c\u306f\u304d\u3063\u3068\u4f55\u304b\u9593\u9055\u3048\u3066\u308b\u306a\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u4eca\u56de\u306e\u8a18\u4e8b\u306b\u306f\u9593\u306b\u5408\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3054\u3081\u3093\u306a\u3055\u3044 (\u3044\u3084\u30fc\u3001\u3053\u308c\u3067\u3059\u3054\u3044\u7cbe\u5ea6\u3067\u305f\u305c\u30fc\u3001\u3068\u304b\u3060\u3063\u305f\u3089\u304b\u3063\u3053\u3088\u304b\u3063\u305f\u3093\u3067\u3059\u3051\u3069\u306d)\u3002\u3067\u3001\u4eca\u56de\u306fCNN\u3092\u305d\u306e\u307e\u307e\u5229\u7528\u3057\u3066\u307f\u307e\u3057\u305f\u3001\u304c\u3001\u7d50\u8ad6\u304b\u3089\u66f8\u3051\u3070\u3001\u307b\u3093\u3068\u4f55\u3082\u8003\u3048\u305a\u306b\u307e\u3093\u307e\u9069\u7528\u3057\u3066\u307f\u305f\u5272\u306b\u306f\u4e88\u60f3\u3088\u308a\u5168\u7136\u7cbe\u5ea6\u3067\u305f\u306a\u30fc\u3001\u3068\u3044\u3046\u611f\u3058\u3067\u3059\u3001Deep Learning\u30b9\u30b4\u30a4\u30c7\u30b9\u30cd\u3002<\/p>\n<p>\u305f\u3060\u3001CNN\u3092\u5229\u7528\u3059\u308b\u969b\u306e\u5236\u7d04\u4e8b\u9805\u3068\u3057\u3066\u5f53\u7136\u56fa\u5b9a\u9577\u3001\u3068\u3044\u3046\u306e\u304c\u51fa\u3066\u304d\u307e\u3059\u3002\u305f\u3060\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u300130\u6587\u7bc0\u304f\u3089\u3044\u3068\u308c\u3070\u3060\u3044\u305f\u3044\u306f\u628a\u63e1\u3067\u304d\u308b\u304b\u306a\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u305d\u308c\u3092\u8d85\u3048\u308b\u3082\u306e\u306f\u4e00\u65e6\u843d\u3068\u3057\u3061\u3083\u304a\u3046\u3001\u3068\u59a5\u5354\u3057\u3066\u307e\u3059\u3002\u307e\u305f\u3001\u5206\u304b\u3061\u66f8\u304d\u306b\u306f\u304a\u7d04\u675f\u4e2d\u306e\u304a\u7d04\u675f\u3067<a href=\"http:\/\/taku910.github.io\/mecab\/\">Mecab<\/a>\u3001\u5165\u529b\u306evecotr\u5316\u306f\u3001\u3053\u308c\u3082TensorFlow\u3067\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306fword2vec\u3092\u5229\u7528\u3057\u307e\u3057\u305f (\u30b3\u30fc\u30d1\u30b9\u304c\u5c0f\u3055\u3044\u306e\u3067\u3053\u308c\u308230\u6b21\u5143\u304f\u3089\u3044\u3067\u3044\u3044\u3084\u3068\u3068\u308a\u3042\u3048\u305a\u3001\u3068\u3057\u3066\u3044\u307e\u3059)\u3002<\/p>\n<p>\u3053\u308c\u3067\u3001\u5165\u529b\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u3092[\u5358\u8a9e\u306e30\u6b21\u5143\u306evector] * [30\u6587\u7bc0] (\u6587\u7bc0\u304c30\u672a\u6e80\u306e\u5834\u5408\u306fzero padding\u3067\u3042\u3068\u306fmax pooling\u983c\u307f\u3067\u3059) \u3068\u3044\u3046\u5f62\u306b\u3057\u3066\u3001\u6587\u3054\u3068\u306b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u305d\u308c\u305e\u308c\u306e\u30b9\u30b3\u30a2\u3092\u5224\u5b9a\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u30923\u3064\u306b\u5206\u985e\u3057\u3066\u307f\u3088\u3046\u3001\u3068\u3044\u3046\u306e\u304c\u4eca\u56de\u306e\u4f01\u307f\u3067\u3059\u3002<\/p>\n<h2>Training<\/h2>\n<p>\u307e\u305a\u306f\u30b3\u30fc\u30c9\u4e91\u3005\u4ee5\u524d\u306b\u30b3\u30fc\u30d1\u30b9\u3092\u4f5c\u3089\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u3001\u306e\u3067\u3001\u3068\u308a\u3042\u3048\u305a\u81ea\u5206\u304c\u6e9c\u3081\u8fbc\u3093\u3067\u3044\u308b\u30e1\u30fc\u30eb\u304b\u308920\u901a\u307b\u3069\u300c\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306b\u95a2\u3059\u308b\u3084\u308a\u3068\u308a\u300d\u306a\u30e1\u30fc\u30eb\u3092\u63a2\u3057\u51fa\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u3067\u3001\u3053\u308c\u3092\u9069\u5f53\u306b\u6b63\u898f\u5316\u3057\u305f\u308a\u3001\u65e5\u4ed8\u8868\u73fe\u3092\u629c\u304d\u51fa\u3057\u305f\u308a\u3001\u5206\u304b\u3061\u66f8\u304d\u3057\u3066\u3001\u30e9\u30d9\u30eb\u3092\u3064\u3051\u3066\u3044\u304d\u307e\u3059\u3002\u51fa\u6765\u4e0a\u304c\u308a\u3068\u3057\u3066\u306f\u3053\u3093\u306a\u611f\u3058\u3067\u3059:<\/p>\n<pre><code>NAME    XXX \u69d8 714dab0258e8030257a677d00a0854a8\nGREET   \u5e73\u7d20 \u3088\u308a \u304a \u4e16\u8a71\u306b \u306a\u3063\u3066 \u304a\u308a \u307e\u3059    046a513ed3e10cd910642e6bb894ce67\nGREET   YYY \u3067 \u3054\u3056\u3044\u307e\u3059    1daa392d8f64c446855fd7fe74f714cc\nGREET   \u6765\u9031 \u306f \u3069\u3046\u305e \u5b9c\u3057\u304f \u304a \u9858\u3044 \u3044\u305f\u3057 \u307e\u3059   428b941b26c5ecf9888ded62d9dd0a4d\nACCEPT  \u5f53\u65e5 \u306f TIME \u8fc4 \u306b ZZZ \u53d7\u4ed8 \u306b \u4f3a\u3044 \u307e\u3059 f2134075c5d9070f55bbff39293d3377\nGREET   \u5f15\u304d\u7d9a\u304d \u3069\u3046\u305e \u5b9c\u3057\u304f \u304a \u9858\u3044 \u7533\u3057\u4e0a\u3052 \u307e\u3059    492c87cc7ed7a7c79ca5238e238bf426\n<\/code><\/pre>\n<p>\u672b\u5c3e\u306emd5\u3063\u307d\u3044\u5024\u306f\u3001\u4e0a\u66f8\u304d\u9632\u6b62\u7528\u306e\u30bf\u30b0\u3067\u3042\u307e\u308a\u6df1\u3044\u610f\u5473\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u3092\u305f\u304f\u3055\u3093\u7528\u610f\u3057\u3088\u3046...\u3068\u601d\u3063\u305f\u3093\u3067\u3059\u304c\u3001\u3042\u307e\u308a\u306b\u9762\u5012\u3067\u7d50\u5c401,000\u884c\u304f\u3089\u3044\u3067\u6b62\u3081\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3053\u3046\u3044\u3046\u3068\u304d\u3053\u305d\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u3079\u304d\u306a\u3093\u3060\u306a\u3041\u3001\u3068\u601d\u3063\u305f\u6b21\u7b2c\u3067\u3059\u3002\u3068\u308a\u3042\u3048\u305a\u30b3\u30fc\u30d1\u30b9\u304c\u3042\u307e\u308a\u306b\u3082\u5c0f\u3055\u3044\u306e\u3067\u4e0d\u5b89\u306f\u6b8b\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u308c\u3067\u306a\u3093\u3068\u304b\u3057\u3066\u3053\u305d\u3001\u3067\u3059\u3088\u306d\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u4e00\u65e6\u3053\u308c\u3067\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>Training\u306f\u3001\u307e\u305a\u306fMNIST\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u3042\u308b\u3088\u3046\u306a\u521d\u6b69\u7684\u306aCNN\u3067\u884c\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u69d8\u5b50\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u611f\u3058\u3067\u3059:<\/p>\n<p><a href=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2015\/11\/tensorboard.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2015\/11\/tensorboard-600x290.png\" alt=\"tensorboard\" width=\"600\" height=\"290\" class=\"alignnone size-medium wp-image-14677\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2015\/11\/tensorboard-600x290.png 600w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2015\/11\/tensorboard-276x134.png 276w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2015\/11\/tensorboard-830x402.png 830w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2015\/11\/tensorboard.png 2040w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p>\u3082\u3061\u3087\u3063\u3068step\u6e1b\u3089\u3057\u3066\u3082\u826f\u304b\u3063\u305f\u6c17\u304c\u3057\u307e\u3059\u304c\u3001Training\u81ea\u4f53\u306b\u3082\u7d50\u69cb\u6642\u9593\u3092\u98df\u3046\u306e\u3067\u307e\u3060\u3042\u307e\u308a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3067\u304d\u3066\u3044\u307e\u305b\u3093 (\u3053\u3046\u3044\u3063\u305fTraining\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u308c\u3070\u5fdc\u7528\u306e\u5e45\u3082\u4e00\u6c17\u306b\u5e83\u304c\u308a\u305d\u3046\u3067\u3059\u306d)\u3002<\/p>\n<h2>Test<\/h2>\n<p>\u5b66\u7fd2\u306e\u7d50\u679c\u306f<\/p>\n<p><a href=\"http:\/\/tekitou-na-domain.jp\">http:\/\/tekitou-na-domain.jp\/<\/a><\/p>\n<p>\u3067\u8a66\u3057\u3066\u3044\u305f\u3060\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u306a\u304a\u3001\u624b\u5143\u3067\u8a66\u3057\u305f\u9650\u308a\u3067\u306f\u300c\u3061\u3083\u3093\u3068\u66f8\u3044\u305f\u30e1\u30fc\u30eb\u98a8\u300d\u3060\u3068\u9069\u5f53\u306a\u30b3\u30fc\u30d1\u30b9\u304b\u3089\u306f\u60f3\u50cf\u3082\u3064\u304b\u306a\u3044\u304f\u3089\u3044\u5168\u3046\u306b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u3066\u304f\u308c\u307e\u3057\u305f\u3002\u304c\u3001\u305d\u3082\u305d\u3082\u624b\u5143\u306e\u30e1\u30fc\u30eb\u306e\u30b3\u30fc\u30d1\u30b9\u3060\u3057\u3001\u81ea\u5206\u3067\u6587\u7ae0\u66f8\u3044\u3066\u8a66\u3057\u3066\u3082\u7d50\u69cb\u4f3c\u3066\u304f\u308b\u3088\u306d\u3001\u305d\u308c\u306f\u305d\u3046\u304b\u3001\u3068\u3044\u3046\u611f\u3058\u3067\u306f\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u3054\u6ce8\u610f<\/h3>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u3068\u306b\u304b\u304f\u30b3\u30fc\u30d1\u30b9\u304c\u8db3\u308a\u306a\u304f\u3066\u76db\u308a\u4e0a\u304c\u308a\u306b\u304b\u3051\u308b\u306e\u3067\u3001\u52dd\u624b\u306a\u304c\u3089\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u306f\u4fdd\u5b58\u3055\u305b\u3066\u3044\u305f\u3060\u3044\u3066\u304a\u308a\u307e\u3059\u3002\u5185\u5bb9\u306f\u3075\u3058\u3082\u3068\u304c\u8cac\u4efb\u3092\u6301\u3063\u3066\u7ba1\u7406\u3044\u305f\u3057\u307e\u3059\u304c\u3001\u304f\u308c\u3050\u308c\u3082\u500b\u4eba\u60c5\u5831\u7b49\u5165\u529b\u3057\u306a\u3044\u3088\u3046\u304a\u9858\u3044\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u3042\u3068\u3067\u3075\u3058\u3082\u3068\u304c\u898b\u308b\u3060\u308d\u3046\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u8ab9\u8b17\u4e2d\u50b7\u7b49\u5165\u529b\u3059\u308b\u306e\u3082\u3001\u3067\u304d\u308c\u3070\u907f\u3051\u3066\u304f\u3060\u3055\u3044\u3001\u5730\u5473\u306b\u50b7\u3064\u304d\u307e\u3059\u3002<\/p>\n<p>\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u5408\u9593\u3092\u307f\u3066\u5b66\u7fd2\u3057\u3066\u307f\u3066\u7cbe\u5ea6\u304c\u3069\u3046\u306a\u3063\u3066\u3044\u304f\u304b\u898b\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059 (\u3054\u5831\u544a\u3067\u304d\u308b\u6a5f\u4f1a\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306f\u308f\u304b\u308a\u307e\u305b\u3093\u304c)\u3002<\/p>\n<h1>\u3055\u3044\u3054\u306b<\/h1>\n<p>\u8ad6\u6587\u3067\u3082\u3001\u30b5\u30fc\u30d3\u30b9\u5b9f\u88c5\u3059\u308b\u308f\u3051\u3067\u3082\u306a\u3044\u3057\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u4eca\u56de\u306f\u300c\u30ca\u30a4\u30fc\u30d6\u306b\u3084\u3063\u3066\u3082\u610f\u5916\u306b\u7cbe\u5ea6\u3067\u307e\u3059\uff01\u300d\u3063\u3066\u3044\u3046\u3068\u3053\u308d\u304f\u3089\u3044\u306a\u3093\u3067\u3059\u304c\u3001\u3082\u3046\u3061\u3087\u3063\u3068\u30b3\u30fc\u30d1\u30b9\u96c6\u3081\u305f\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7d44\u307f\u65b9\u3092\u5909\u3048\u305f\u308a\u3001\u9055\u3046\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8a66\u3057\u305f\u308a\u3001\u305d\u3082\u305d\u3082Deep Learning\u3058\u3083\u306a\u3044\u307b\u3046\u304c\u7cbe\u5ea6\u3067\u308b\u3093\u3058\u3083\u306a\u3044\u304b\u3068\u304b\u8a66\u3057\u305f\u308a\u3001\u306a\u3069\u3044\u308d\u3044\u308d\u3084\u3063\u3066\u307f\u305f\u3044\u3053\u3068\u306f\u5e83\u304c\u308a\u307e\u3059 (\u304c\u3001\u8abf\u5b50\u306b\u306e\u3063\u3066GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u4f7f\u3063\u3066\u308b\u3068\u7d50\u69cb\u306a\u984d\u306b\u306a\u3063\u3061\u3083\u3063\u305f\u308a\u3059\u308b\u3093\u3067\u3059\u3088\u306d...)\u3002\u7d20\u6575\u306a\u3053\u3068\u306b\u3001\u3053\u3046\u3084\u3063\u3066\u307e\u305a\u8a66\u3057\u3066\u307f\u308b\u3001\u3063\u3066\u3044\u3046\u6577\u5c45\u304c\u3082\u306e\u3059\u3054\u304f\u4f4e\u304f\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u305c\u3072\u3054\u8208\u5473\u3082\u305f\u308c\u305f\u304b\u305f\u306f\u3001\u3042\u308c\u3053\u308c\u5fdc\u7528\u3092\u8a66\u3057\u3066\u307f\u3066\u3044\u305f\u3060\u3051\u308b\u3068\u697d\u3057\u3044\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002\u4f59\u8ac7\u3067\u3059\u304c\u3001\u57fa\u672cTraining\u306b\u5165\u308b\u3068\u5f85\u3061\u306a\u306e\u3067\u3001\u9031\u672b\u306e\u3093\u3073\u308a\u904a\u3076\u306e\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u3044\u308d\u3044\u308d\u7701\u7565\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u90e8\u5206\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u3057\u3066\u5b9f\u969bDeep Learning\u3092\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306f\u308f\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u9650\u5b9a\u3059\u308c\u3070 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Hacking!<\/p>\n<hr \/>\n<h1>\u3044\u3089\u306a\u305d\u3046\u306a\u3042\u3068\u304c\u304d<\/h1>\n<p>(\u306a\u3093\u304b\u66f8\u3044\u3066\u307f\u305f\u3082\u306e\u306e\u3001\u3044\u3089\u306a\u305d\u3046\u306a\u306e\u3067\u3042\u3068\u304c\u304d\u3063\u3066\u3053\u3068\u306b\u3057\u3066\u307f\u307e\u3057\u305f...)<\/p>\n<p>\u6628\u4eca\u3001\u3053\u308c\u304b\u3089\u306fDeep 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href=\"https:\/\/www.facebook.com\/youichiro.miyake\/posts\/10208239387041104\">Miyake\u3055\u3093\u3082\u66f8\u304b\u308c\u3066\u3044\u305f<\/a>\u306e\u3067\u304d\u3063\u3068\u78ba\u304b\u3089\u3057\u3044\u8a71\u306a\u3093\u3060\u3068\u601d\u3063\u3066\u307e\u3059\u3002\u3064\u307e\u308a\u306f\u30ea\u30f3\u30af\u5148\u306eMiyake\u3055\u3093\u306e\u30dd\u30b9\u30c8\u306e\u901a\u308aponanza\u304c\u305d\u306e\u307e\u307e\u30c1\u30a7\u30b9\u306b\u4f7f\u3048\u308b\u306e\u304b\u3001\u3063\u3066\u8a71\u3067\u3059\u306d 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href=\"https:\/\/twitter.com\/hillbig\">PFN\u306e\u5ca1\u91ce\u539f\u3055\u3093\u306etwitter\u30a2\u30ab\u30a6\u30f3\u30c8<\/a>\u3092\u30d5\u30a9\u30ed\u30fc\u3059\u308b\u306e\u304c\u4e00\u756a\u3067\u3059\u3001\u305f\u3076\u3093\u3002\u3061\u306a\u307f\u306b\u5b8c\u5168\u306b\u86c7\u8db3\u3067\u3059\u304c\u3001\u500b\u4eba\u7684\u306b\u547d\u540d\u3057\u3066\u3044\u308b\u300c\u5ca1\u91ce\u539f\u3055\u3093\u73fe\u8c61\u300d\u3063\u3066\u306e\u304c\u3042\u308a\u307e\u3057\u3066\u3001\u52c9\u5f37\u4f1a\u3068\u304b\u3067\u306e\u5ca1\u91ce\u539f\u3055\u3093\u306e\u304a\u306f\u306a\u3057\u304c\u307b\u3093\u3068\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u3066\u3001\u3042\u307e\u308a\u308f\u304b\u308a\u3084\u3059\u3044\u306e\u3067\u306a\u3093\u304b\u3059\u3054\u3044\u51fa\u6765\u308b\u6c17\u306b\u306a\u3063\u3066\u5bb6\u306b\u5e30\u3063\u3066\u304f\u308b\u3093\u3067\u3059\u304c\u3001\u5b9f\u969b\u5b9f\u88c5\u3057\u3066\u307f\u308b\u3068\u3042\u308c\u3053\u308c\u3064\u307e\u3065\u304f\u3001\u3068\u3044\u3046\u3053\u3068\u3092\u6307\u3057\u3066\u307e\u3059\u3002\u591a\u5206100\u4eba\u304f\u3089\u3044\u306e\u3072\u3068\u304c\u300c\u3042\u30fc\u308f\u304b\u308b\u300d\u3068\u3046\u306a\u305a\u3044\u3066\u304f\u308c\u308b\u3093\u3058\u3083\u306a\u3044\u304b\u3068\u52dd\u624b\u306b\u601d\u3063\u3066\u3044\u307e\u3059...\u304c\u3069\u3046\u3067\u3057\u3087\u3046\u3001\u307c\u304f\u3060\u3051\u304b...\u3002<\/p>\n<h2>NLP\u306b\u304a\u3051\u308bDeep Learning<\/h2>\n<p>Deep Learning\u306eNLP\u306a\u5206\u91ce\u306b\u304a\u3051\u308b\u6d3b\u7528\u306f\u3001\u4ed6\u306e\u9818\u57df\u3068\u306f\u7570\u306a\u308b\u96e3\u3057\u3055\u304c\u3042\u308b\u306e\u306f\u60f3\u50cf\u306b\u96e3\u304f\u306a\u3044\u3068\u601d\u3044\u307e\u3059 (\u753b\u50cf\u51e6\u7406\u304c\u7c21\u5358\u3063\u3066\u308f\u3051\u3082\u306a\u3044\u3093\u3067\u3059\u304c)\u3002<\/p>\n<p>\u5c11\u3057\u8003\u3048\u3066\u3001\u307e\u305a\u5165\u529b\u304c\u53ef\u5909\u9577\u3067\u3081\u3093\u3069\u3046\u305d\u3046\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u65e5\u672c\u8a9e (\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c) \u3060\u3068\u3001\u5206\u304b\u3061\u66f8\u304d\u304c\u5fc5\u8981\u305d\u3046\u3067\u3059\u3002\u3044\u3048\u3001\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u306f\u5206\u304b\u3061\u66f8\u304d\u3092\u3057\u306a\u3044\u3001\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u3042\u308a\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5206\u304b\u3061\u66f8\u304d\u3092\u3057\u305f\u307b\u3046\u304c\u7cbe\u5ea6\u304c\u4e0a\u304c\u308a\u305d\u3046\u3067\u3059 (\u6587\u5b57\u5358\u4f4d\u3067\u306e\u51e6\u7406\u3068\u3069\u3061\u3089\u304c\u7cbe\u5ea6\u4e0a\u304c\u308b\u304b\u3001\u3063\u3066\u3044\u3046\u691c\u8a3c\u7d50\u679c\u3082\u7d50\u679c\u306f\u898b\u3048\u3066\u305d\u3046\u306a\u6c17\u304c\u3057\u3064\u3064\u9762\u767d\u305d\u3046\u3067\u306f\u3042\u308a\u307e\u3059\u304c)\u3002\u3067\u3001\u5358\u8a9e\u5358\u4f4d\u3067\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u3068\u3057\u3066\u3001\u305d\u306e\u5358\u8a9e\u3092\u305d\u306e\u307e\u307e\u5165\u529b\u306b\u4f7f\u3046\u3053\u3068\u306f\u3042\u3093\u307e\u308a\u306a\u304f\u3066\u3001\u306a\u3093\u3089\u304b\u306e\u5f62\u3067\u6570\u5024\u306a\u308a\u30d9\u30af\u30c8\u30eb\u306a\u308a\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3055\u3089\u306b\u300c\u610f\u5473\u300d\u307f\u305f\u3044\u306a\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u4e8b\u524d\u306b\u6b63\u898f\u5316\u3082\u3057\u3066\u304a\u3044\u305f\u307b\u3046\u304c\u826f\u3055\u305d\u3046\u306a\u6c17\u304c\u3057\u307e\u3059\u3001\u3082\u3046\u306a\u3093\u304b\u300c\u33fe\u300d\u3068\u304b\u3084\u3081\u3066\u307b\u3057\u3044\u3093\u3067\u3059\u3051\u3069\u3001\u3068\u304b\u601d\u3046\u308f\u3051\u3067\u3059\u3002<\/p>\n<p>\u591a\u304b\u308c\u3059\u304f\u306a\u304b\u308c\u3053\u3046\u3044\u3063\u305f\u51e6\u7406\u306f\u3069\u3093\u306a\u30bf\u30b9\u30af\u3067\u3082\u5fc5\u8981\u3067\u3059\u304c\u3001NLP\u306e\u5834\u5408\u306f\u7279\u306b\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3088\u308a\u3082\u4f9d\u5b58\u3059\u308b\u5ea6\u5408\u3044\u304c\u5927\u304d\u3044\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u3053\u306e\u3042\u305f\u308a\u306e\u8a71\u3084\u3001NLP\u306b\u304a\u3051\u308bDeep Learning\u306e\u9069\u7528\u306b\u3064\u3044\u3066\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u306f\u3001\u5c11\u3057\u524d\u306e\u3082\u306e\u306b\u306f\u306a\u308a\u307e\u3059\u304c<a href=\"http:\/\/cgi.csc.liv.ac.uk\/~danushka\/papers\/DeepNLP.pdf\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u305f\u3081\u306e\u6df1\u5c64\u5b66\u7fd2<\/a>\u3068\u3044\u3046\u8a18\u4e8b\u304c\u975e\u5e38\u306b\u3088\u304f\u307e\u3068\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001<a href=\"http:\/\/www.orsj.or.jp\/archive2\/or60-4\/or60_4_205.pdf\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u767a\u5c55<\/a>\u3068\u3044\u3046\u8a18\u4e8b\u3082\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u3057\u3001\u3082\u3046\u3061\u3087\u3063\u3068\u6700\u8fd1\u306e\u3082\u306e\u3067\u306f<a href=\"http:\/\/www.slideshare.net\/unnonouno\/ss-43844132\">\u6df1\u5c64\u5b66\u7fd2\u6642\u4ee3\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/a>\u3068\u3044\u3046\u30b9\u30e9\u30a4\u30c9 (\u3068\u305d\u3053\u304b\u3089\u306e\u30ea\u30f3\u30af) \u3092\u8aad\u3080\u3068\u3044\u308d\u3044\u308d\u3068\u5206\u304b\u3063\u305f\u6c17\u306b\u306a\u308c\u308b\u6c17\u304c\u3057\u307e\u3059\u3002\u304c\u3001\u3053\u306e\u8fba\u308a\u304c\u307e\u3060\u307e\u3060\u5165\u308a\u53e3\u3060\u3068\u8003\u3048\u308b\u3068\u3001\u3084\u3063\u3071\u308a\u5965\u304c\u6df1\u3044\u3067\u3059\u306d\u3001\u697d\u3057\u3044\u306e\u306f\u9593\u9055\u3044\u306a\u3044\u3093\u3067\u3059\u304c\u3002<\/p>\n<p>\u307e\u305f\u3001\u5c11\u3057\u8a71\u306f\u305d\u308c\u307e\u3059\u304c\u3001NLP\u306b\u304a\u3051\u308bDeep Learning\u306e\u6d3b\u7528\u306f\u307e\u3060\u307e\u3060\u3053\u308c\u304b\u3089\u3001\u3068\u3044\u3046\u72b6\u6cc1\u3067\u3082\u3042\u3063\u3066\u3001\u4e0b\u624b\u3092\u3059\u308b\u3068 (\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u306f) \u3059\u3054\u3044\u9811\u5f35\u3063\u305fDeep Learning\u306e\u30e2\u30c7\u30eb\u3088\u308a\u3082\u3001\u5358\u7d14\u306a\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u307b\u3046\u304c\u7cbe\u5ea6\u304c\u826f\u304b\u3063\u305f\u308a\u3082\u3057\u307e\u3059\u3002\u3042\u308a\u305d\u3046\u306a\u3068\u3053\u308d\u3067\u306f\u3001\u56fa\u6709\u8868\u73fe\u62bd\u51fa...\u306e\u306a\u304b\u3067\u306e\u65e5\u4ed8\u8868\u73fe\u62bd\u51fa\u3068\u304b\u306f\u3001\u5206\u304b\u3061\u66f8\u304d\u306f\u5fc5\u9808\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u3082\u3046\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u307b\u3046\u304c\u5168\u7136\u7cbe\u5ea6\u4e0a\u3052\u3084\u3059\u3044\u3093\u3058\u3083\u306a\u3044\u304b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002\u3067\u3001\u76f8\u5909\u308f\u3089\u305a\u3053\u306e\u5206\u91ce\u306b\u306f\u7279\u306b\u306a\u3093\u306e\u81ea\u4fe1\u3082\u306a\u3044\u306e\u3067\u3001\u3059\u3054\u3044\u304b\u305f\u304c\u305f\u306e\u767a\u8a00\u3092\u5f15\u304f\u306b:<\/p>\n<blockquote class=\"twitter-tweet\" lang=\"en\">\n<p lang=\"ja\" dir=\"ltr\">\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\uff2e\uff2c\uff30\u306e\u6279\u5224\u306b\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\u306e\u60aa\u3055\u304c\u6319\u3052\u3089\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3051\u3069\u3001\u305d\u308c\u306f\u5f53\u6642\u306e\u8ca7\u5f31\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u6280\u8853\u306e\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u305f\u304b\u3089\u3067\u3042\u3063\u3066\u3001\u4eca\u6642\u306e\u624b\u6cd5\u3067\u518d\u69cb\u7bc9\u3059\u308c\u3070\u305d\u3046\u3067\u3082\u306a\u3044\u306e\u304b\u306a\u3068\u3002\u6a5f\u68b0\u5b66\u7fd2\u3067\u3042\u308c\u306a\u3093\u3067\u3042\u308c\u8a2d\u8a08\u304c\u8150\u3063\u3066\u308b\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6027\u306f\u60aa\u3044\u3002<\/p>\n<p>&mdash; Taku Kudo (@taku910) <a href=\"https:\/\/twitter.com\/taku910\/status\/665097335878193153\">November 13, 2015<\/a><\/p><\/blockquote>\n<p><script async src=\"\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u306a\u306e\u3067\u3001\u3053\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u610f\u56f3\u304c100%\u5408\u3063\u3066\u308b\u304b\u3069\u3046\u304b\u306f\u308f\u304b\u308a\u307e\u305b\u3093\u304c\u3001(\u3059\u304f\u306a\u304f\u3068\u3082\u73fe\u6bb5\u968e\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u66f8\u304f\u3068\u3059\u308b\u306a\u3089)\u9069\u5207\u306a\u3082\u306e\u3092\u9078\u3073\u307e\u3057\u3087\u3046\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/p>\n<p>\u306a\u3093\u306b\u3057\u3066\u3082\u3001\u3084\u3063\u3071\u308a\u3053\u3046\u3044\u3046\u306e\u306f\u8a66\u3057\u3066\u3044\u3066\u3068\u3063\u3066\u3082\u697d\u3057\u3044\u306e\u3067\u3001\u3061\u3087\u3063\u3068\u6642\u9593\u304c\u7a7a\u3044\u305f\u3089\u8a66\u3057\u3066\u307f\u3066\u3044\u305f\u3060\u3051\u308b\u3068\u3001\u5922\u304c\u5e83\u304c\u308b\u611f\u3058\u304c\u3059\u308b\u306e\u3067\u30aa\u30b9\u30b9\u30e1\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GREE Advent Calendar 2015\u306e1\u65e5\u76ee\u62c5\u5f53\u306e\u3075\u3058\u3082\u3068\u3067\u3059\u3001\u30b0\u30ea\u30fc\u682a\u5f0f\u4f1a\u793e\u3067CTO\u3092\u3057\u3066\u307e\u3059\u3001\u3082\u304610\u5e74\u76ee\u3067\u3059\u3002 \u4eca\u5e74\u3082Christmas\u306b\u5411\u3051\u3066\u307f\u3093\u306a\u3067\u6bce\u65e5\u66f4\u65b0\u3057\u3066\u3044\u304d\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u305c\u3072\u3088\u308d\u3057\u304f\u304a\u306d\u304c [&hellip;]<\/p>\n","protected":false},"author":112,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[54],"class_list":["post-14648","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","tag-advent-calendar"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/14648","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\/112"}],"replies":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/comments?post=14648"}],"version-history":[{"count":3,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/14648\/revisions"}],"predecessor-version":[{"id":14754,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/14648\/revisions\/14754"}],"wp:attachment":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/media?parent=14648"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/categories?post=14648"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/tags?post=14648"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}