{"id":46586,"date":"2018-03-23T10:31:57","date_gmt":"2018-03-23T01:31:57","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=46586"},"modified":"2024-05-06T11:46:20","modified_gmt":"2024-05-06T02:46:20","slug":"%e3%80%90tensorflow%e3%80%91lstm%e3%82%92%e5%8b%89%e5%bc%b7%e3%81%99%e3%82%8b%e3%81%8a%e3%81%99%e3%81%99%e3%82%81%e3%82%b3%e3%83%b3%e3%83%86%e3%83%b3%e3%83%84%e3%81%be%e3%81%a8%e3%82%816%e9%81%b8","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/46586","title":{"rendered":"\u3010TensorFlow\u3011LSTM\u3092\u52c9\u5f37\u3059\u308b\u304a\u3059\u3059\u3081\u30b3\u30f3\u30c6\u30f3\u30c4\u307e\u3068\u30816\u9078"},"content":{"rendered":"

TensorFlow<\/strong><\/span>\u306b\u3088\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u52c9\u5f37\u306f\u9032\u3093\u3067\u3044\u307e\u3059\u304b\uff1f<\/p>\n

\u5c11\u3057\u524d\u306b\u3001RNN<\/strong><\/span>\uff08\u5b9f\u969b\u306fLSTM<\/strong><\/span>\uff09\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u52d5\u304b\u3059\u8a18\u4e8b\u3092\u66f8\u304d\u307e\u3057\u305f\u304c\u3001\u8aad\u3093\u3067\u3044\u305f\u3060\u3051\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n \n

\n
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\n \n <\/div>\n
\n
\u3010TensorFlow\u3011RNN\u306e\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\uff01<\/div>\n
\u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/a>\n \n

\u4e0a\u306e\u8a18\u4e8b\u3067\u5c11\u3057\u3060\u3051\u89e6\u308c\u3066\u3044\u305fLSTM<\/strong><\/span>\u306b\u3064\u3044\u3066\u3001\u3082\u3046\u5c11\u3057\u60c5\u5831\u3092\u5897\u3084\u3057\u3066\u3044\u3053\u3046\u3068\u3044\u3046\u306e\u304c\u3001\u3053\u306e\u8a18\u4e8b\u306e\u76ee\u6a19\u3067\u3059\u3002<\/p>\n

LSTM\u306e\u4ed5\u7d44\u307f\u3092\u77e5\u308b\u305f\u3081\u306e\u3088\u3044\u60c5\u5831\u6e90\u306f\u306a\u3044\u304b\u306a\uff1f
\nTensorFlow\u3092\u4f7f\u3063\u3066LSTM\u3092\u5b9f\u73fe\u3057\u305f\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u304c\u77e5\u308a\u305f\u3044\u306a<\/strong><\/span><\/p>\n

\u3068\u3044\u3046\u3042\u306a\u305f\u306b\u30d4\u30c3\u30bf\u30ea\u306e\u8a18\u4e8b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3092\u51fa\u767a\u70b9\u3068\u3057\u3066\u3001\u3044\u308d\u3044\u308d\u306a\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u60c5\u5831\u3092\u96c6\u3081\u3001\u6b63\u3057\u304fLSTM\u3092\u7406\u89e3\u3057\u3066\u304f\u3060\u3055\u3044\u306d\u3002<\/strong><\/span><\/p>\n

LSTM\u3068\u306f<\/h2>\n

LSTM\uff08Long short-term memory\uff1a\u9577\u671f\u77ed\u671f\u8a18\u61b6\uff09<\/strong><\/span>\u306f\u3001RNN\uff08Recurrent Neural Networks\uff1a\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/span>\u306e\u4e00\u7a2e\u3067\u3059\u3002<\/p>\n

\u65e5\u672c\u8a9e\u306b\u3059\u308b\u3068\u9577\u671f\u3067\u3082\u77ed\u671f\u3067\u3082\u3069\u3061\u3089\u3067\u3082\u3044\u3051\u308b\uff01\u3068\u3044\u3046\u3088\u3046\u306b\u8aad\u3081\u307e\u3059\u304c\u3001\u305d\u3046\u3067\u306f\u306a\u304f\u3001\u300c\u77ed\u671f\u8a18\u61b6\u3092\u9577\u3044\u671f\u9593\u3067\u6d3b\u7528\u3059\u308b\u300d\u4ed5\u7d44\u307f\u304c\u3042\u308b<\/strong><\/span>\uff08\u300c\u9577\u671f\u7684\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306b\u3001\u77ed\u671f\u8a18\u61b6\u3092\u5229\u7528\u3059\u308b\u300d\u4ed5\u7d44\u307f\u304c\u3042\u308b\u3001\u3068\u3082\u8a00\u3048\u308b\uff09\u306e\u304cLSTM\u3067\u3059\u3002<\/p>\n

LSTM\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u308b\u8a18\u4e8b\u306f\u3044\u304f\u3064\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u6b8b\u5ff5\u306a\u304c\u3089TensorFlow\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u3053\u306a\u305b\u308b\u304f\u3089\u3044\u306e\u77e5\u8b58\u3067\u306f\u3001\u3069\u308c\u304b1\u3064\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u30ba\u30d0\u30c3\u3068\u5206\u304b\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><\/span><\/p>\n

\u79c1\u304cLSTM\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u304a\u3059\u3059\u3081\u3059\u308b\u306e\u304c\u3001\u3053\u3053\u3067\u7d39\u4ecb\u3059\u308b\u8a18\u4e8b\u3092\u4f55\u5ea6\u304b\u8aad\u307f\u6bd4\u3079\u3066\u3044\u304f\u3068\u3044\u3046\u65b9\u6cd5\u3067\u3059\u3002<\/strong><\/span><\/p>\n

\u540c\u3058LSTM\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u305f\u8a18\u4e8b\u3067\u3059\u304c\u3001\u8aad\u8005\u306b\u671f\u5f85\u3059\u308b\u77e5\u8b58\u304c\u5c11\u3057\u305a\u3064\u9055\u3046\u305f\u3081\u3001\u4e00\u56de\u3067\u306f\u7406\u89e3\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u306e\u3067\u3059\u3002<\/p>\n

\u305d\u3053\u3067\u3001\u8f9b\u62b1\u5f37\u304f\u8aad\u307f\u6bd4\u3079\u3066\u3044\u304f\u3068\u3044\u3046\u65b9\u6cd5\u3092\u304a\u3059\u3059\u3081\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

LSTM\u306e\u7406\u89e3\u304c\u9032\u3093\u3067\u3044\u3051\u3070\u3001\u540c\u3058\u8a18\u4e8b\u304b\u3089\u3067\u3082\u7570\u306a\u308b\u60c5\u5831\u3092\u8aad\u307f\u53d6\u308c\u308b\u306b\u9055\u3044\u3042\u308a\u307e\u305b\u3093\uff01<\/strong><\/span><\/p>\n

\u3067\u306f\u3001\u304a\u3059\u3059\u3081\u8a18\u4e8b\u30923\u3064\u7d39\u4ecb\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n

\u4eca\u66f4\u805e\u3051\u306a\u3044LSTM\u306e\u57fa\u672c – HELLO CYBERNETICS<\/h3>\n

\"tens-lstm01\"<\/p>\n

\u53c2\u8003\uff1ahttp:\/\/s0sem0y.hatenablog.com\/entry\/2017\/05\/06\/182757<\/a><\/p>\n

LSTM\u306e\u30ad\u30e2\u3067\u3042\u308b\u300cLSTM\u30d6\u30ed\u30c3\u30af\u300d<\/strong><\/span>\u3092\u56f3\u793a\u3057\u306a\u304c\u3089\u3001LSTM\u306e\u4ed5\u7d44\u307f\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u8aac\u660e\u6587\u4e2d\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u8abf\u6574\u3057\u3066\u3044\u304f\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\u300d<\/strong><\/span>\u3092\u3001W<\/strong><\/span>\u3001R<\/strong><\/span>\u3001b<\/strong><\/span>\u3068\u3044\u3063\u305f\u6587\u5b57\u3067\u660e\u793a\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u300c\u3053\u306e\u8fba\u308a\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3055\u308c\u3066\u3044\u304f\u304b\u3089\u3001\u5b66\u7fd2\u304c\u9032\u3080\u300d<\/strong><\/span>\u3053\u3068\u304c\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n

1\u3064\u96e3\u70b9\u3092\u8a00\u3048\u3070\u3001LSTM\u30d6\u30ed\u30c3\u30af\u304c\u3001\u4ed6\u306e\u30b5\u30a4\u30c8\u3067\u306f\u898b\u304b\u3051\u306a\u3044\u56f3<\/strong><\/span>\uff08\u3067\u3082\u5206\u304b\u308a\u3084\u3059\u3044\uff09\u3067\u63cf\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u7406\u89e3\u3057\u305f\u3064\u3082\u308a\u3067\u3001\u4ed6\u306e\u30b5\u30a4\u30c8\u306e\u8aac\u660e\u3092\u8aad\u3080\u3068\u3001\u521d\u3081\u306e\u3046\u3061\u306f\u30a2\u30ec\uff1f\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u307e\u305f\u3053\u306e\u8a18\u4e8b\u306b\u623b\u3063\u3066\u304d\u3066\u3001\u898b\u6bd4\u3079\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

\u898b\u6bd4\u3079\u3066\u3044\u308b\u3046\u3061\u306b\u3001\u7a81\u7136\u3001\u305d\u3046\u304b\uff01<\/strong><\/span>\u3068\u601d\u3046\u306b\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n

LSTM\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6982\u8981 – Qiita<\/h3>\n

\"tens-lstm02\"<\/p>\n

\u53c2\u8003\uff1ahttps:\/\/qiita.com\/KojiOhki\/items\/89cd7b69a8a6239d67ca<\/a><\/p>\n

LSTM\u306b\u95a2\u3059\u308b\u8d85\u6709\u540d\u306aColah\u2019s blog\u306e\u8a18\u4e8b\u300cUnderstanding LSTM Networks\u300d<\/strong><\/span>\u3092\u7ffb\u8a33\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n

\u539f\u6587\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n

\u53c2\u8003\uff1ahttp:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/<\/a><\/p>\n

\u591a\u304f\u306e\u56f3\u304c\u3042\u308a\u3001\u5206\u304b\u308a\u3084\u3059\u305d\u3046\u306b\u611f\u3058\u307e\u3059\u304c\u3001\u300c\u4eca\u66f4\u805e\u3051\u306a\u3044LSTM\u306e\u57fa\u672c – HELLO CYBERNETICS\u300d\u3067\u306f\u5b58\u5728\u3059\u308b\u30bb\u30eb\uff08short-term memory\uff1a\u77ed\u671f\u8a18\u61b6\uff09\u304c\u56f3\u793a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/strong><\/span><\/p>\n

\u3053\u3053\u304c\u4e00\u756a\u5f15\u3063\u304b\u304b\u308b\u3068\u3053\u308d\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u30bb\u30eb\u304c\u3042\u308b\u3064\u3082\u308a\u3067\u8aad\u307f\u9032\u3081\u307e\u3057\u3087\u3046\u3002<\/strong><\/span><\/p>\n

\u308f\u304b\u308bLSTM \uff5e \u6700\u8fd1\u306e\u52d5\u5411\u3068\u5171\u306b – Qiita<\/h3>\n

\"tens-lstm03\"<\/p>\n

\u53c2\u8003\uff1ahttps:\/\/qiita.com\/t_Signull\/items\/21b82be280b46f467d1b<\/a><\/p>\n

\u300c\u6700\u8fd1\u300d\u306f2016\u5e746\u6708\u306e\u3053\u3068\u3060\u308d\u3046\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u30012\u5e74\u524d\u306e\u6700\u8fd1\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u4e0a\u3067\u7d39\u4ecb\u3057\u305f2\u3064\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3060\u3042\u3068\u3067\u3042\u308c\u3070\u3001\u3060\u3044\u3076\u7406\u89e3\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/strong><\/span><\/p>\n

\u307e\u305f\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u3066LSTM\u304c\u9032\u5316\u3057\u3066\u304d\u305f\u306e\u304b\u3001\u3068\u3044\u3063\u305f\u3068\u3053\u308d\u3082\u8208\u5473\u6df1\u304f\u8aad\u3081\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3082\u591a\u304f\u306e\u56f3\u304c\u3042\u308a\u3001\u3068\u3066\u3082\u5206\u304b\u308a\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u3068\u304d\u304a\u308a\u30bb\u30eb\uff08short-term memory\uff1a\u77ed\u671f\u8a18\u61b6\uff09\u304c\u56f3\u793a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/strong><\/span><\/p>\n

\u3067\u3059\u304c\u3001\u3053\u3053\u307e\u3067\u8aad\u3093\u3067\u304d\u305f\u65b9\u306a\u3089\u30b9\u30e0\u30fc\u30ba\u306b\u7406\u89e3\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n

TensorFlow\u3067LSTM<\/h2>\n

LSTM\u306e\u8003\u3048\u65b9\u306f\u305d\u308c\u3068\u306a\u304f\u5206\u304b\u3063\u305f\u3053\u3068\u306b\u3057\u3066\u3001TensorFlow\u3067LSTM\u3092\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/strong><\/span><\/p>\n

\u3068\u3001\u8a00\u3044\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u304c\u3001\u3053\u308c\u3082\u307e\u305f\u3061\u3087\u3063\u3068\u96e3\u3057\u3044\u306e\u3067\u3059\u3002<\/strong><\/span><\/p>\n

TensorFlow\u3067LSTM\u3092\u6271\u3063\u3066\u3044\u308b\u30b3\u30fc\u30c9\u306e\u4e2d\u3067\u4e00\u756a\u6709\u540d\u306a\u306e\u306f\u3001\u4f55\u3068\u8a00\u3063\u3066\u3082\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/strong><\/span>\u3067\u3059\u3002<\/p>\n

\u53c2\u8003\uff1ahttps:\/\/www.tensorflow.org\/tutorials\/recurrent<\/a><\/p>\n

\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3057\u3064\u3064\u88dc\u8db3\u8aac\u660e\u3092\u884c\u3063\u305f\u8a18\u4e8b<\/strong><\/span>\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u53c2\u8003\uff1ahttp:\/\/tensorflow.classcat.com\/2016\/02\/19\/tensorflow-tutorials-recurrent-neural-networks\/<\/a><\/p>\n

\u305f\u3060\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u8a18\u4e8b\u3060\u3051\u3067\u306f\u3001\u30b3\u30fc\u30c9\u3092\u7db2\u7f85\u7684\u306b\u8aac\u660e\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u4f55\u4eba\u304b\u306e\u4eba\u304c\u65e5\u672c\u8a9e\u3067\u30b3\u30fc\u30c9\u3092\u89e3\u8aac\u3057\u3066\u304f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u3053\u3053\u304b\u3089\u306f\u3001\u305d\u306e\u3088\u3046\u306a\u8a18\u4e8b\u30923\u3064\u7d39\u4ecb\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n

TensorFlow\u306eRNN(LSTM)\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30b3\u30fc\u30c9\u3092\u8aad\u3080<\/h3>\n

\"tens-lstm04\"<\/p>\n

\u53c2\u8003\uff1ahttps:\/\/www.sambaiz.net\/article\/146\/<\/a><\/p>\n

\u30b3\u30fc\u30c9\u306e\u30d6\u30ed\u30c3\u30af\u3054\u3068\u306b\u3001\u5b9f\u884c\u5185\u5bb9\u306e\u6982\u8981\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002
\n<\/strong><\/span>
\n\u307e\u305a\u306f\u3001\u3053\u306e\u8a18\u4e8b\u3067\u6982\u8981\u3092\u3064\u304b\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n

TensorFlow \u306e RNN \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3084\u3063\u3066\u307f\u305f – Qiita<\/h3>\n

\"tens-lstm05\"<\/p>\n

\u53c2\u8003\uff1ahttps:\/\/qiita.com\/keisuke-nakata\/items\/1e43c6698df800ecad73<\/a><\/p>\n

\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u3001\u30b3\u30fc\u30c9\u3092\u518d\u69cb\u7bc9\u3057\u306a\u304c\u3089\u30b3\u30fc\u30c9\u306b\u30b3\u30e1\u30f3\u30c8\u3092\u4ed8\u3051\u308b\u5f62\u3067\u3001\u52d5\u4f5c\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/strong><\/span><\/p>\n

\u4e01\u5be7\u306b\u8aad\u3093\u3067\u3044\u304d\u3001\u7406\u89e3\u3092\u6df1\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n

TensorFlow\u306eRNN\u3092\u57fa\u672c\u7684\u306a\u30e2\u30c7\u30eb\u3067\u8a66\u3059 – Qiita<\/h3>\n

\"tens-lstm06\"<\/p>\n

\u53c2\u8003\uff1ahttps:\/\/qiita.com\/yukiB\/items\/f6314d2861fc8d9b739f<\/a><\/p>\n

\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304b\u3089\u96e2\u308c\u3066<\/strong><\/span>\u3001LSTM\u3067\u6570\u5217\u306e\u5408\u7b97\u5024\u3092\u6c42\u3081\u308b\uff08\u63a8\u6e2c\u3059\u308b\uff09\u30b3\u30fc\u30c9\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u516c\u5f0f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30b3\u30fc\u30c9\u306f\u3001\uff08\u30b3\u30e1\u30f3\u30c8\u3092\u542b\u3081\u3066\uff09500\u884c\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u8a18\u4e8b\u306e\u30b3\u30fc\u30c9\u306f150\u884c\u7a0b\u5ea6\u3067\u3059\u3002<\/strong><\/span><\/p>\n

LSTM\u306e\u30b3\u30fc\u30c9\u3092\u8aad\u3080\u7df4\u7fd2\u3068\u3057\u3066\u306f\u3061\u3087\u3046\u3069\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n

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

\u4eca\u56de\u306f\u3001\u3061\u3087\u3063\u3068\u8da3\u3092\u5909\u3048\u3066\u3001LSTM\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u5f79\u306b\u7acb\u3064\u8a18\u4e8b<\/strong><\/span>\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\u754c\u9688\u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u304c\u5b9f\u88c5\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u73fe\u5b9f\u306e\u3055\u307e\u3056\u307e\u306a\u554f\u984c\u306b\u5bfe\u5fdc\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

RNN\u306e\u6709\u671b\u682a\u3068\u76ee\u3055\u308c\u3066\u3044\u308bLSTM\u3067\u3059\u304b\u3089\u3001\u3053\u308c\u304b\u3089\u3082\u9032\u5316\u3092\u7d9a\u3051\u308b\u306f\u305a\u3067\u3059\u3057\u3001\u5bfe\u8c61\u3068\u3059\u308b\u30c7\u30fc\u30bf\u306b\u5fdc\u3058\u3066\u30e2\u30c7\u30eb\u3082\u7d44\u307f\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304b\u3089\u3001\u3053\u3053\u3067\u8eab\u306b\u4ed8\u3051\u305f\u77e5\u8b58\u304c\u305d\u306e\u307e\u307e\u4f7f\u3048\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/strong><\/span><\/p>\n

\u305f\u3060\u3001\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u5185\u5bb9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u7121\u99c4\u3067\u306f\u306a\u304f\u3001\u9032\u5316\u3057\u305fLSTM\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3084\u3001\u3042\u306a\u305f\u304c\u5bfe\u8c61\u3068\u3059\u308b\u30c7\u30fc\u30bf\u3092LSTM\u3067\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u306b\u3001\u5f79\u306b\u7acb\u3064\u3053\u3068\u306f\u9593\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><\/span><\/p>\n

\u4e00\u6b69\u4e00\u6b69\u3001\u78ba\u5b9f\u306b\u9032\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"

TensorFlow\u306b\u3088\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u52c9\u5f37\u306f\u9032\u3093\u3067\u3044\u307e\u3059\u304b\uff1f \u5c11\u3057\u524d\u306b\u3001RNN\uff08\u5b9f\u969b\u306fLSTM\uff09\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u52d5\u304b\u3059\u8a18\u4e8b\u3092\u66f8\u304d\u307e\u3057\u305f\u304c\u3001\u8aad\u3093\u3067\u3044\u305f\u3060\u3051\u305f\u3067\u3057\u3087\u3046\u304b\u3002 \u4e0a\u306e\u8a18\u4e8b\u3067\u5c11\u3057\u3060\u3051\u89e6\u308c\u3066\u3044 […]<\/p>\n","protected":false},"author":16433,"featured_media":46605,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[1],"tags":[1071],"class_list":["post-46586","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-others","tag-tensorflow"],"acf":[],"yoast_head":"\n\u3010TensorFlow\u3011LSTM\u3092\u52c9\u5f37\u3059\u308b\u304a\u3059\u3059\u3081\u30b3\u30f3\u30c6\u30f3\u30c4\u307e\u3068\u30816\u9078 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010TensorFlow\u3011LSTM\u3092\u52c9\u5f37\u3059\u308b\u304a\u3059\u3059\u3081\u30b3\u30f3\u30c6\u30f3\u30c4\u307e\u3068\u30816\u9078 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