{"id":186,"date":"2023-07-13T14:52:00","date_gmt":"2023-07-13T05:52:00","guid":{"rendered":"https:\/\/yorozu.cloudfree.jp\/wordpress\/?p=186"},"modified":"2024-04-22T11:56:05","modified_gmt":"2024-04-22T02:56:05","slug":"%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e5%87%a6%e7%90%86","status":"publish","type":"post","link":"https:\/\/yorozu.cloudfree.jp\/wordpress\/?p=186","title":{"rendered":"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\"><strong>\uff11\uff0e\uff27\uff21\uff2e\uff08\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/h4>\n\n\n\n<p>\u3000Generative Adversarial Network\u3068\u8868\u3055\u308c\u308b<br>\u3000\u3000\u3000\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001<br>\u3000\u3000\u3000\u3000\u3000\u5b9f\u5728\u3057\u306a\u3044\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u305f\u308a\u3001<br>\u3000\u3000\u3000\u3000\u3000\u5b58\u5728\u3059\u308b\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u306b\u6cbf\u3063\u3066\u5909\u63db\u3059\u308b<br><br>\u3000\u3000\u3000\uff12\u3064\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b<br>\u3000\u3000\u3000\u3000\u3000\u507d\u7269\u3092\u4f5c\u308a\u51fa\u3059\u60aa\u4eba\u30fb\u30fb\u30fbGenerator\uff08\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<br>\u3000\u3000\u3000\u3000\u3000\u672c\u7269\u304b\u3069\u3046\u304b\u898b\u7834\u308b\u9451\u5b9a\u58eb\u30fb\u30fb\u30fbDiscriminator\uff08\u8b58\u5225\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<br><br>\u3000\u3000\u3000\u3000\u3000\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u4e00\u3064<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000Generator\u3067\u507d\u7269\u3092\u4f5c\u308a\u51fa\u3057\u3001\u672c\u7269\u3068Discriminator\u3059\u308b\u3053\u3068\u3067<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u5b66\u7fd2\u6210\u679c\u3092\u7a4d\u307f\u91cd\u306d\u308b<br><br>\u3000\u4f7f\u3044\u9053<br>\u3000\u3000\u3000\u30fb\u9ad8\u54c1\u8cea\u306e\u753b\u50cf\u3092\u4f5c\u308b<br>\u3000\u3000\u3000\u3000\u3000\u30d4\u30f3\u30dc\u30b1\u3057\u305f\u5199\u771f\u3084\u6614\u306e\u5199\u771f\u306e\u89e3\u50cf\u5ea6\u3092\u4e0a\u3052\u308b<br>\u3000\u3000\u3000\u3000\u3000\u8907\u6570\u306e\u9854\u306e\u753b\u50cf\u3092\u53d6\u308a\u5165\u308c\u3001\u5b9f\u969b\u306b\u306f\u5b58\u5728\u3057\u306a\u3044\u4eba\u306e\u753b\u50cf\u3092\u4f5c\u308b<br>\u3000\u3000\u3000\u30fb\u6587\u7ae0\u304b\u3089\u753b\u50cf\u3092\u8d77\u3053\u3059<br>\u3000\u3000\u3000\u3000\u3000\u7d75\u306e\u7279\u5fb4\u3092\u66f8\u3044\u305f\u6587\u7ae0\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3059\u308b<br>\u3000\u3000\u3000\u30fb\u753b\u50cf\u3092\u5225\u306e\u753b\u50cf\u306b\u4ed5\u4e0a\u3052\u308b<br>\u3000\u3000\u3000\u3000\u3000\uff11\u3064\u306e\u753b\u50cf\u304b\u3089\u30a4\u30e9\u30b9\u30c8\u98a8\u3001\u5199\u771f\u98a8\u3001\u30a2\u30cb\u30e1\u98a8\u3068\u5225\u306e\u753b\u50cf\u3092\u4f5c\u308b<br>\u3000\u3000\u3000\u30fb\u52d5\u753b\u3092\u5225\u306e\u52d5\u753b\u306b\u4ed5\u4e0a\u3052\u308b<br>\u3000\u3000\u3000\u3000\u3000\u4ed6\u306e\u4eba\u306e\u52d5\u753b\u306b\u5225\u306e\u4eba\u306e\u9854\u3092\u8f09\u305b\u308b<br>\u3000\u3000\u3000\u3000\u3000\u5225\u4eba\u306e\uff12\u4eba\u306e\u52d5\u304d\u3092\u30b7\u30f3\u30af\u30ed\u3055\u305b\u308b<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\uff12\uff0eRNN\uff08\u56de\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/h4>\n\n\n\n<p>\u3000Recurrent Neural Network\u3068\u8868\u3055\u308c\u308b<br>\u3000\u3000\u3000\u6587\u7ae0\u306a\u3069\u306e\u9023\u7d9a\u7684\u306a\u60c5\u5831\u3092\u5229\u7528\u3067\u304d\u308b<br><br>\u3000\u3000\u3000\u6587\u7ae0\u306e\u4e2d\u3067\u6b21\u306e\u8a00\u8449\u3092\u4e88\u6e2c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001<br>\u3000\u3000\u3000\u3000\u3000\u300c\u305d\u306e\u524d\u306e\u8a00\u8449\u304c\u4f55\u3060\u3063\u305f\u306e\u304b\u300d\u3092\u8a18\u61b6\u3057\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u3001<br>\u3000\u3000\u3000\u3000\u3000\u4e88\u6e2c\u3092\u7acb\u3066\u308b\u3053\u3068\u306f\u96e3\u3057\u304f\u306a\u308b<br><br>\u3000\u3000\u3000\u53ef\u80fd\u306b\u3059\u308b\u306e\u304c\u3001\u300c\u4ee5\u524d\u306b\u8a08\u7b97\u3055\u308c\u305f\u60c5\u5831\u3092\u899a\u3048\u308b\u305f\u3081\u306e\u8a18\u61b6\u529b\u300d<br>\u3000\u3000\u3000\u3000\u3000RNN\u306f\u76f4\u524d\u306e\u8a00\u8449\u306b\u5de6\u53f3\u3055\u308c\u308b\u3053\u3068\u306a\u304f<br>\u3000\u3000\u3000\u3000\u3000\u4e00\u5b9a\u306e\u8981\u4ef6\u306e\u4e0b\u3067\u7279\u5b9a\u306e\u8a00\u8449\u3092\u899a\u3048\u306a\u304c\u3089\u4f5c\u696d\u304c\u53ef\u80fd<br><br>\u3000DNN\uff08\u6df1\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u306f\u3001<br>\u3000\u3000\u3000\u5165\u529b\u5c64\u304b\u3089\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u3001\u300c\u4e2d\u9593\u5c64 1\u3001\u4e2d\u9593\u5c64 2\u3001\u30fb\u30fb\u30fb\u300d\u3068<br>\u3000\u3000\u3000\u5c64\u306e\u9806\u5e8f\u306b\u3057\u305f\u304c\u3063\u3066\u30c7\u30fc\u30bf\u3092\u4f1d\u64ad\u3055\u305b\u308b<br><br>\u3000RNN\uff08\u56de\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u306f\u3001<br>\u3000\u3000\u3000\u300c\u5165\u529b\u5c64\u300d\u300c1 \u5c64\u306e\u4e2d\u9593\u5c64\u300d\u300c\u51fa\u529b\u5c64\u300d\u306e 3 \u5c64\u304b\u3089\u6210\u308a\u7acb\u3061<br>\u3000\u3000\u3000\u4e2d\u9593\u5c64\u306b\u304a\u3051\u308b\u6f14\u7b97\u7d50\u679c\u3092\u51fa\u529b\u5c64\u306b\u51fa\u529b\u3057\u3066\u3044\u304f\u3068\u3068\u3082\u306b\u3001<br>\u3000\u3000\u3000\u3000\u3000\u540c\u3058\u6f14\u7b97\u7d50\u679c\u3092\u518d\u3073\u81ea\u5206\u81ea\u8eab\uff08\u4e2d\u9593\u5c64\uff09\u306b\u5165\u529b\u3057\u3001\u518d\u6f14\u7b97\u3059\u308b<br><br>\u3000\u3000\u3000\u4e2d\u9593\u5c64\u3067\u884c\u308f\u308c\u305f\u6f14\u7b97\u7d50\u679c\u3092\u3001\u518d\u3073\u81ea\u5206\u81ea\u8eab\uff08\u4e2d\u9593\u5c64\uff09\u306b\u4ee3\u5165\u3059\u308b<br>\u3000\u3000\u3000\u3000\u3000\u3053\u308c\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u540c\u3058\u4e2d\u9593\u5c64\u304c\u4f55\u5ea6\u3082\u4f7f\u7528\u3055\u308c\u308b<br>\u3000\u3000\u3000\u3000\u3000\u8907\u6570\u306e\u4e2d\u9593\u5c64\u304b\u3089\u6210\u308a\u7acb\u3064\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u898b\u3048\u308b<br><br>\u3000\u4f7f\u3044\u9053<br>\u3000\u3000\u3000\u30fb\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u6587\u7ae0\u751f\u6210<br>\u3000\u3000\u3000\u3000\u3000\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u76f4\u524d\u306e\u8a00\u8449\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001<br>\u3000\u3000\u3000\u3000\u3000\u9023\u7d9a\u3057\u305f\u8a00\u8449\u306e\u4e2d\u306b\u304a\u3051\u308b\u300c\u6b21\u306e\u8a00\u8449\u306e\u51fa\u73fe\u78ba\u7387\u300d\u3092\u4e88\u6e2c\u3067\u304d\u308b<br>\u3000\u3000\u3000\u3000\u3000\u3069\u308c\u304f\u3089\u3044\u306e\u983b\u5ea6\u3067\u6587\u7ae0\u304c\u73fe\u308c\u308b\u306e\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304b\u3089\u3001<br>\u3000\u3000\u3000\u3000\u3000\u4e3b\u306b\u6a5f\u68b0\u7ffb\u8a33\u306e\u9818\u57df\u3067\u591a\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b<br>\u3000\u3000\u3000\u3000\u3000\u30a4\u30f3\u30d7\u30c3\u30c8\u30c7\u30fc\u30bf\u306f\u9023\u7d9a\u7684\u306a\u8a00\u8449\u306e\u5217\u3068\u306a\u308a<br>\u3000\u3000\u3000\u3000\u3000\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306f\u4e88\u6e2c\u3055\u308c\u305f\u8a00\u8449\u306e\u5217\u3068\u306a\u308b<br><br>\u3000\u3000\u3000\u3000\u3000\u6587\u7ae0\u751f\u6210\u306f\u3001\u6b21\u306e\u8a00\u8449\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3053\u3068\u304b\u3089<br>\u3000\u3000\u3000\u3000\u3000\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u78ba\u7387\u304b\u3089\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u3066\u3044\u304f\u3053\u3068\u3067<br>\u3000\u3000\u3000\u3000\u3000\u300c\u65b0\u305f\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306eGenerative\u30e2\u30c7\u30eb\u3092\u5f97\u3089\u308c\u308b\u300d<br>\u3000\u3000\u3000\u30fb\u6a5f\u68b0\u7ffb\u8a33<br>\u3000\u3000\u3000\u3000\u3000\u30bd\u30fc\u30b9\u8a00\u8a9e\uff08\u65e5\u672c\u8a9e\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u8a00\u8a9e\uff09\u306e\u6587\u7ae0\u3092\u30a4\u30f3\u30d7\u30c3\u30c8\u3068\u3057<br>\u3000\u3000\u3000\u3000\u3000\u300c\u5b8c\u5168\u306a\u30a4\u30f3\u30d7\u30c3\u30c8\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u304b\u3089<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092\u958b\u59cb\u3057\u3066\u3044\u304f\u300d<br>\u3000\u3000\u3000\u3000\u3000\u7ffb\u8a33\u3055\u308c\u305f\u6587\u7ae0\u306b\u304a\u3051\u308b\u6700\u521d\u306e\u8a00\u8449\u306f\u3001<br>\u3000\u3000\u3000\u3000\u3000\u5b8c\u5168\u306a\u30a4\u30f3\u30d7\u30c3\u30c8\u6587\u7ae0\u306e\u60c5\u5831\u304c\u5fc5\u8981\u3068\u306a\u308b<br>\u3000\u3000\u3000\u30fb\u97f3\u58f0\u8a8d\u8b58<br>\u3000\u3000\u3000\u3000\u3000\u5165\u529b\u304c\u53ef\u5909\u9577\u306e\u97f3\u58f0\u3067\u3001\u51fa\u529b\u3082\u53ef\u5909\u9577\u306e\u30c6\u30ad\u30b9\u30c8\u3068\u306a\u308b<br>\u3000\u3000\u3000\u3000\u3000\u5358\u306a\u308b\u97f3\u306e\u6587\u5b57\u5316\u3067\u306f\u306a\u304f\u3001\u6587\u8108\u3092\u304d\u3061\u3093\u3068\u7406\u89e3\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b<br>\u3000\u3000\u3000\u3000\u3000\u30b9\u30de\u30fc\u30c8\u30b9\u30d4\u30fc\u30ab\u30fc\u306f\u3001\u6587\u8108\u3092\u3057\u3063\u304b\u308a\u3068\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u3089\u3053\u305d\u3001<br>\u3000\u3000\u3000\u3000\u3000\u9ad8\u3044\u7cbe\u5ea6\u3067\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3066\u3044\u308b<br>\u3000\u3000\u3000\u30fb\u753b\u50cf\u5206\u6790<br>\u3000\u3000\u3000\u3000\u3000\u753b\u50cf\u3092\u3082\u3068\u306b\u3057\u3066\u300c\u4f55\u3092\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u8aac\u660e\u3059\u308b\u3088\u3046\u306a\u5834\u5408\u306b\u306f\u3001<br>\u3000\u3000\u3000\u3000\u3000CNN\u306bRNN\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8aac\u660e\u304c\u53ef\u80fd\u306b\u306a\u308b<br>\u3000\u3000\u3000\u3000\u3000\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u305f\u5199\u771f\u3092<br>\u3000\u3000\u3000\u3000\u3000\u81ea\u52d5\u3067\u8aac\u660e\u4ed8\u3051\u3059\u308b\u6a5f\u80fd\u306a\u3069\u3067\u5fdc\u7528\u3055\u308c\u59cb\u3081\u3066\u3044\u308b<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\uff13\uff0eLSTM\uff08\u9577\u30fb\u77ed\u671f\u8a18\u61b6\uff09<\/strong><\/h4>\n\n\n\n<p>\u3000Long Short-Term Memory\u3068\u8868\u3055\u308c\u308b<br>\u3000\u3000\u3000RNN\uff08\u518d\u5e30\u578b \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09 \u306e\u4e00\u7a2e<br><br>\u30003\u3064\u306e\u30b2\u30fc\u30c8\u3067\u7ba1\u7406\u3055\u308c\u308b<br>\u3000\u3000\u3000Forget Gate\uff1a\u5fd8\u5374\u30b2\u30fc\u30c8<br>\u3000\u3000\u3000\u3000\u3000\u53e4\u3044C_{t-1}\u306e\u3046\u3061\u3069\u306e\u90e8\u5206\u3092\u5fd8\u308c\u304b\u3092\u6c7a\u3081\u308b<br>\u3000\u3000\u3000Input Gate\uff1a\u5165\u529b\u30b2\u30fc\u30c8<br>\u3000\u3000\u3000\u3000\u3000\u65b0\u3057\u3044\u30a4\u30f3\u30d7\u30c3\u30c8\u3068\u4e00\u3064\u524d\u306e\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u7d44\u307f\u8fbc\u3080<br>\u3000\u3000\u3000Output Gate\uff1a\u51fa\u529b\u30b2\u30fc\u30c8<br>\u3000\u3000\u3000\u3000\u3000\u66f4\u65b0\u3055\u308c\u305f\u9577\u671f\u8a18\u61b6\u3092\u3082\u3046\u4e00\u5ea6\u51e6\u7406\u3057\u3001\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u4f5c\u308b<\/p>\n\n\n\n<p>\u3000\u5927\u96d1\u628a\u306a\u4ed5\u7d44\u307f<br>\u3000\u3000\u3000RNN\u3092\u4f7f\u3063\u3066\u3001\u5165\u529b\u304c\u6587\u5b57\u3001\u51fa\u529b\u304c\u6b21\u306e\u6587\u5b57\u3068\u3057\u3066\u5b66\u7fd2\u3067\u304d<br>\u3000\u3000\u3000\u305d\u306e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u51fa\u529b\u3055\u308c\u305f\u5358\u8a9e\u3092\u5165\u529b\u3055\u305b\u308b\u3068\u3001<br>\u3000\u3000\u3000\u6587\u7ae0\u306e\u751f\u6210\u304c\u53ef\u80fd\u306b\u306a\u308b<br><br>\u3000\u3000\u3000RNN\u306f\u5165\u529b\u306b\u3088\u3063\u3066\u5185\u90e8\u306e\u91cd\u307f\u3092\u66f4\u65b0\u3057\u3001\u6b21\u306e\u5165\u529b\u306b\u5bfe\u3059\u308b\u6e96\u5099\u3092\u884c\u3046<br>\u3000\u3000\u3000RNN\u306f\u60c5\u5831\u3092\u9577\u304f\u8a18\u61b6\u3059\u308b\u3053\u3068\u304c\u5f97\u610f\u3067\u306f\u306a\u3044<br>\u3000\u3000\u3000\u5358\u8a9e\u3092\u3044\u304f\u3064\u304b\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u3001\u904e\u53bb\u306e\u60c5\u5831\u306f\u5fd8\u308c\u3066\u3057\u307e\u3046\u305f\u3081<br>\u3000\u3000\u3000LSTM\u3092\u6d3b\u7528\u3059\u308b\u3068\u3001\u305d\u306e\u554f\u984c\u3092\u89e3\u6d88\u3067\u304d\u308b<br><br>\u3000RNN\u3068LSTM\u306e\u9055\u3044<br>\u3000\u3000\u3000RNN\u306f\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u3001\u305d\u306e\u6570\u5b57\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3057\u3066\u3044\u304f\u304b\u4e88\u6e2c\u3059\u308b<br>\u3000\u3000\u3000\u3000\u3000\u5b9f\u5e97\u8217\u306b\u304a\u3051\u308b\u6bce\u65e5\u306e\u58f2\u308a\u4e0a\u3052\u30c7\u30fc\u30bf<br>\u3000\u3000\u3000\u3000\u3000EC\u30b5\u30a4\u30c8\u306b\u304a\u3051\u308b\u8a2a\u554f\u8005\u6570\u30c7\u30fc\u30bf<br>\u3000\u3000\u3000\u3000\u3000\u682a\u4fa1\u306e\u52d5\u304d\u3084\u5909\u5316\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u3000\u3092\u53d6\u5f97\u3059\u308b<\/p>\n\n\n\n<p>\u3000\u3000\u3000LSTM\u306f\u5bfe\u5fdc\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u9577\u671f\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b<br>\u3000\u3000\u3000\u3000\u3000RNN\u3088\u308a\u3082\u9ad8\u3044\u5b9f\u7528\u6027\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b<br><br> \u3000\u4f7f\u3044\u9053<br>\u3000\u3000\u3000\u30fb\u6587\u7ae0\u751f\u6210<br>\u3000\u3000\u3000\u3000\u3000\u67b6\u7a7a\u306e\u540d\u524d\u304b\u3089\u67b6\u7a7a\u306e\u4eba\u7269\u306e\u6b74\u53f2\u6982\u8981\u3092\u4f5c\u6210\u3055\u305b\u308b<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000wikipedia\u306b\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b\u4eba\u7269\u306e\u6982\u8981\u90e8\u5206\u3092\u629c\u304d\u51fa\u3057\u3001<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000RNN\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u305b<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u305b\u305f\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u540d\u524d\u3092\u5165\u529b\u3059\u308b\u3068<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u305d\u306e\u4eba\u7269\u306e\u6982\u8981\u3092\u51fa\u529b\u3059\u308b<br>\u3000\u3000\u3000\u30fb\u682a\u4fa1\u4e88\u6e2c<br>\u3000\u3000\u3000\u3000\u3000\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308c\u3070\u3001\uff11\u6642\u9593\u3054\u3068\u306e\u682a\u4fa1\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3092\u884c\u3044\u3001\u682a\u4fa1\u30c7\u30fc\u30bf\u306e\u6ce2\u5f62\u3092\u78ba\u8a8d\u3059\u308b<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u5165\u529b\u30c7\u30fc\u30bf\u3092\u6570\u65e5\u5206\u306e\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u305f\u5f62\u306b\u52a0\u5de5\u3059\u308b<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\uff14\uff0eKeras<\/strong><\/h4>\n\n\n\n<p>\u3000Google\u304c\u958b\u767a\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<br>\u3000\u3000\u3000Python\u3067\u66f8\u304b\u308c\u3066\u304a\u308a\u3001<br>\u3000\u3000\u3000\u3000\u3000\u8aad\u307f\u3084\u3059\u304f\u7c21\u6f54\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u8fc5\u901f\u306b\u5b9f\u88c5\u304c\u53ef\u80fd<br>\u3000\u3000\u3000\u3000\u3000\u6a5f\u68b0\u5411\u3051\u3067\u306f\u306a\u304f\u4eba\u9593\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308b<br><br>\u3000\u7279\u5fb4<br>\u3000\u3000\u3000\u30b7\u30f3\u30d7\u30eb\u3067\u67d4\u8edf\u306b\u5229\u7528\u3067\u304d\u308b<br>\u3000\u3000\u3000\u3000\u3000\u6a5f\u68b0\u3067\u306f\u306a\u304f\u4eba\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305fAPI<br>\u3000\u3000\u3000\u3000\u3000\u4e00\u8cab\u6027\u306e\u3042\u308b\u30b7\u30f3\u30d7\u30eb\u306aAPI<br>\u3000\u3000\u3000\u3000\u3000\u30a8\u30e9\u30fc\u767a\u751f\u6642\u306e\u660e\u78ba\u3067\u5b9f\u7528\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3000\u7b49<br><br>\u3000\u3000\u3000\u3000\u3000\u5358\u7d14\u306b\u30b7\u30f3\u30d7\u30eb\u306a\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u67d4\u8edf\u6027\u3092\u4f75\u305b\u6301\u3064<br>\u3000\u3000\u3000\u3000\u3000\u4f4e\u30ec\u30d9\u30eb\u306a\u6df1\u5c64\u5b66\u7fd2\u8a00\u8a9e\u3067\u3042\u308bTensorFlow\u3068\u7d71\u5408\u3057\u3066\u3044\u308b\u305f\u3081\u3001<br>\u3000\u3000\u3000\u3000\u3000\u57fa\u672c\u7684\u306a\u6df1\u5c64\u5b66\u7fd2\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3066\u3044\u308c\u3070\u3001\u5bb9\u6613\u306b\u5b9f\u88c5\u304c\u53ef\u80fd<br><br>\u3000\u3000\u3000\u4e8b\u696d\u30fb\u7814\u7a76\u306e\u5206\u91ce\u3067\u5e45\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b<br>\u3000\u3000\u3000\u3000\u3000\u500b\u4eba\u30e6\u30fc\u30b6\u30fc\u3001\u4f01\u696d\u306e\u30d3\u30b8\u30cd\u30b9\u3001\u5927\u898f\u6a21\u306a\u79d1\u5b66\u6a5f\u95a2<br><br>\u3000\u3000\u3000\u30e2\u30c7\u30eb\u306e\u88fd\u54c1\u5316\u304c\u5bb9\u6613\u3044<br>\u3000\u3000\u3000\u3000\u3000\u6a5f\u68b0\u5b66\u7fd2\u3092\u3057\u305f\u5f8c\u306e\u8a08\u7b97\u5f0f\u3001\u3064\u307e\u308a\u30e2\u30c7\u30eb\u306e\u88fd\u54c1\u5316\u304c\u5bb9\u6613\u3044<br>\u3000\u3000\u3000\u3000\u3000\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u7c21\u5358\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b<br><br>\u3000\u3000\u3000\u8907\u6570\u306e\u30b5\u30dd\u30fc\u30c8\u5148<br>\u3000\u3000\u3000\u3000\u3000\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30f3<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000TensorFlow 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\u30fb\u30fb\u30fbMicrosoft\u304c\u958b\u767a\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000Theano\u30fb\u30fb\u30fb\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u5927\u5b66\u304c\u4e3b\u5c0e\u3057\u958b\u767a\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea<br>\u3000\u3000\u3000\u3000\u3000GPU\u30fb\u5206\u6563\u5b66\u7fd2<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u8907\u6570\u306eGPU\u4e26\u5217\u51e6\u7406\u306e\u305f\u3081\u306e\u7d44\u307f\u8fbc\u307f\u30b5\u30dd\u30fc\u30c8<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u5229\u7528\u8005\u3084\u4ed5\u4e8b\u91cf\u304c\u6025\u6fc0\u306b\u5897\u5927\u3057\u305f\u5834\u5408\u3067\u3042\u3063\u3066\u3082<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5099\u3048\u305f\u30e9\u30a4\u30d6\u30e9\u30ea<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u6700\u65b0\u306eNVDIA 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