{"id":289,"date":"2024-06-10T16:43:17","date_gmt":"2024-06-10T07:43:17","guid":{"rendered":"https:\/\/leadersnextgen.com\/?p=289"},"modified":"2024-07-16T20:50:03","modified_gmt":"2024-07-16T11:50:03","slug":"%e4%b8%ad%e5%ad%a6%e7%94%9f%e3%81%a7%e3%82%82%e3%82%8f%e3%81%8b%e3%82%8b%ef%bc%81%e7%94%9f%e6%88%90ai%e3%81%ae%e3%82%b3%e3%82%a2%e6%8a%80%e8%a1%93transformer%e3%81%a3%e3%81%a6%e4%bd%95%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/leadersnextgen.com\/homepage\/2024\/06\/10\/%e4%b8%ad%e5%ad%a6%e7%94%9f%e3%81%a7%e3%82%82%e3%82%8f%e3%81%8b%e3%82%8b%ef%bc%81%e7%94%9f%e6%88%90ai%e3%81%ae%e3%82%b3%e3%82%a2%e6%8a%80%e8%a1%93transformer%e3%81%a3%e3%81%a6%e4%bd%95%ef%bc%9f\/","title":{"rendered":"\u4e2d\u5b66\u751f\u3067\u3082\u308f\u304b\u308b\uff01\u751f\u6210AI\u306e\u30b3\u30a2\u6280\u8853Transformer\u3063\u3066\u4f55\uff1f"},"content":{"rendered":"\n<p>\u751f\u6210AI\u306e\u4e2d\u6838\u3092\u306a\u3059\u6280\u8853\u3067\u3042\u308bTransformer\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5c02\u9580\u7684\u306a\u7528\u8a9e\u3092\u3067\u304d\u308b\u3060\u3051\u907f\u3051\u3066\u3001\u4e2d\u5b66\u751f\u306b\u3082\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002Transformer\u306e\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u4e01\u5be7\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Transformer\u3068\u306f\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Transformer\u306e\u57fa\u672c\u69cb\u9020<\/h3>\n\n\n\n<p>Transformer\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e00\u7a2e\u3067\u3001\u7279\u306b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u5f93\u6765\u306eRNN\u3084LSTM\u3068\u7570\u306a\u308a\u3001\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u3092\u4f7f\u3063\u3066\u60c5\u5831\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u3068\u306f\uff1f<\/h3>\n\n\n\n<p>\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5168\u4f53\u7684\u306a\u95a2\u9023\u6027\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u540c\u3058\u6587\u8108\u5185\u306e\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001&#8221;\u79c1\u306f\u72ac\u304c\u597d\u304d\u3067\u3059&#8221;\u3068\u3044\u3046\u6587\u3092\u4f8b\u306b\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u306f\u3001&#8221;\u79c1&#8221;\u3068&#8221;\u72ac&#8221;\u3001&#8221;\u72ac&#8221;\u3068&#8221;\u597d\u304d&#8221;\u3068\u3044\u3063\u305f\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3057\u3001\u6587\u5168\u4f53\u306e\u610f\u56f3\u3092\u628a\u63e1\u3057\u307e\u3059\u3002\u5f93\u6765\u306eRNN\u3084LSTM\u3067\u306f\u3001\u5358\u8a9e\u3092\u9806\u756a\u306b\u51e6\u7406\u3057\u3066\u3044\u304f\u305f\u3081\u3001\u9577\u3044\u6587\u306b\u306a\u308b\u3068\u3001\u6700\u521d\u306e\u5358\u8a9e\u306e\u60c5\u5831\u304c\u5931\u308f\u308c\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u306f\u3001\u3059\u3079\u3066\u306e\u5358\u8a9e\u3092\u540c\u6642\u306b\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u9577\u3044\u6587\u3067\u3082\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u30c7\u30b3\u30fc\u30c0\u306e\u5f79\u5272<\/h3>\n\n\n\n<p>Transformer\u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u30c7\u30b3\u30fc\u30c0\u306e\u4e8c\u3064\u306e\u90e8\u5206\u304b\u3089\u69cb\u6210\u3055\u308c\u307e\u3059\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u306f\u5165\u529b\u3092\u7406\u89e3\u3057\u3001\u30c7\u30b3\u30fc\u30c0\u306f\u305d\u306e\u7406\u89e3\u3092\u3082\u3068\u306b\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092\u5358\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u3001\u305d\u306e\u30d9\u30af\u30c8\u30eb\u9593\u306e\u95a2\u4fc2\u6027\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u30c7\u30b3\u30fc\u30c0\u306f\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u30d9\u30af\u30c8\u30eb\u60c5\u5831\u3092\u4f7f\u3063\u3066\u3001\u7ffb\u8a33\u3084\u8981\u7d04\u306a\u3069\u306e\u51fa\u529b\u3092\u884c\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u82f1\u8a9e\u306e\u6587\u7ae0\u3092\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3059\u308b\u5834\u5408\u3001\u30a8\u30f3\u30b3\u30fc\u30c0\u306f\u82f1\u8a9e\u306e\u6587\u7ae0\u3092\u7406\u89e3\u3057\u3001\u30c7\u30b3\u30fc\u30c0\u306f\u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Transformer\u306e\u5fdc\u7528<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u6d3b\u7528<\/h3>\n\n\n\n<p>Transformer\u306f\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u3001\u591a\u69d8\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u30bf\u30b9\u30af\u3067\u306e\u5177\u4f53\u7684\u306a\u5229\u7528\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>**\u7ffb\u8a33**<br>Transformer\u306f\u3001Google\u7ffb\u8a33\u306a\u3069\u306e\u6a5f\u68b0\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u306b\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001RNN\u3084LSTM\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001Transformer\u306f\u4e26\u5217\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3001\u7ffb\u8a33\u901f\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u9577\u3044\u6587\u3084\u8907\u96d1\u306a\u6587\u3067\u3082\u6b63\u78ba\u306b\u7ffb\u8a33\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>**\u8981\u7d04**<br>Transformer\u306f\u3001\u6587\u7ae0\u306e\u8981\u7d04\u306b\u3082\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6587\u7ae0\u306e\u91cd\u8981\u306a\u90e8\u5206\u3092\u62bd\u51fa\u3057\u3001\u7c21\u6f54\u306a\u8981\u7d04\u6587\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3084\u8ad6\u6587\u3092\u8981\u7d04\u3057\u305f\u308a\u3001\u9577\u3044\u6587\u7ae0\u3092\u77ed\u304f\u307e\u3068\u3081\u305f\u308a\u3059\u308b\u969b\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p>**\u8cea\u554f\u5fdc\u7b54**<br>Transformer\u306f\u3001\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306b\u3082\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8cea\u554f\u6587\u3068\u6587\u7ae0\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u969b\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u51e6\u7406\u3078\u306e\u5fdc\u7528<\/h3>\n\n\n\n<p>\u6700\u8fd1\u3067\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u3082Transformer\u304c\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u4ee3\u8868\u7684\u306a\u4f8b\u304cVision Transformer\uff08ViT\uff09\u3067\u3001\u3053\u308c\u306f\u753b\u50cf\u306e\u9818\u57df\u3054\u3068\u306e\u95a2\u4fc2\u6027\u3092\u51e6\u7406\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u5f93\u6765\u306e\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3067\u306f\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001ViT\u306fTransformer\u306e\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001CNN\u3088\u308a\u3082\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002ViT\u306f\u3001\u753b\u50cf\u5206\u985e\u3001\u7269\u4f53\u691c\u51fa\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u69d8\u3005\u306a\u753b\u50cf\u8a8d\u8b58\u30bf\u30b9\u30af\u306b\u9069\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u305d\u306e\u4ed6\u306e\u5206\u91ce\u3078\u306e\u5fdc\u7528<\/h3>\n\n\n\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u753b\u50cf\u8a8d\u8b58\u4ee5\u5916\u306b\u3082\u3001\u5f37\u5316\u5b66\u7fd2\u3084\u30c7\u30fc\u30bf\u89e3\u6790\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067Transformer\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>**\u5f37\u5316\u5b66\u7fd2**<br>Transformer\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u74b0\u5883\u304b\u3089\u5f97\u305f\u60c5\u5831\u3092\u51e6\u7406\u3057\u3001\u6700\u9069\u306a\u884c\u52d5\u3092\u9078\u629e\u3059\u308b\u305f\u3081\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b2\u30fc\u30e0\u3084\u30ed\u30dc\u30c3\u30c8\u5236\u5fa1\u306b\u304a\u3044\u3066\u3001Transformer\u306f\u904e\u53bb\u306e\u884c\u52d5\u5c65\u6b74\u3084\u74b0\u5883\u306e\u72b6\u614b\u3092\u5206\u6790\u3057\u3001\u6b21\u306e\u884c\u52d5\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>**\u30c7\u30fc\u30bf\u89e3\u6790**<br>Transformer\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u3082\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u9867\u5ba2\u306e\u8cfc\u8cb7\u5c65\u6b74\u3084\u884c\u52d5\u30c7\u30fc\u30bf\u304b\u3089\u3001\u9867\u5ba2\u306e\u597d\u307f\u3084\u30cb\u30fc\u30ba\u3092\u5206\u6790\u3057\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Transformer\u304c\u306a\u305c\u512a\u308c\u3066\u3044\u308b\u306e\u304b\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u51e6\u7406\u901f\u5ea6\u306e\u5411\u4e0a<\/h3>\n\n\n\n<p>\u5f93\u6765\u306eRNN\u3084LSTM\u3068\u7570\u306a\u308a\u3001Transformer\u306f\u4e26\u5217\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3001\u5b66\u7fd2\u3084\u63a8\u8ad6\u306e\u901f\u5ea6\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002RNN\u3084LSTM\u306f\u3001\u5358\u8a9e\u3092\u9806\u756a\u306b\u51e6\u7406\u3057\u3066\u3044\u304f\u305f\u3081\u3001\u9577\u3044\u6587\u306b\u306a\u308b\u3068\u51e6\u7406\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001Transformer\u306f\u3001\u3059\u3079\u3066\u306e\u5358\u8a9e\u3092\u540c\u6642\u306b\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u9577\u3044\u6587\u3067\u3082\u9ad8\u901f\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9577\u3044\u6587\u8108\u306e\u7406\u89e3\u529b<\/h3>\n\n\n\n<p>\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u306e\u304a\u304b\u3052\u3067\u3001\u9577\u3044\u6587\u3084\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u80fd\u529b\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8a73\u7d30\u306a\u60c5\u5831\u3092\u6301\u3064\u30c7\u30fc\u30bf\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u6cd5\u5f8b\u6587\u66f8\u3084\u8ad6\u6587\u306a\u3069\u3001\u9577\u3044\u6587\u7ae0\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001Transformer\u306f\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u67d4\u8edf\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h3>\n\n\n\n<p>\u8272\u3005\u306a\u30bf\u30b9\u30af\u306b\u5fdc\u3058\u3066\u69cb\u9020\u3092\u5909\u66f4\u3067\u304d\u308b\u67d4\u8edf\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u69d8\u3005\u306a\u5fdc\u7528\u5206\u91ce\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3067\u304d\u308b\u3088\u3046\u3001Transformer\u306e\u69cb\u9020\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u3053\u306e\u8a18\u4e8b\u306e\u307e\u3068\u3081<\/h3>\n\n\n\n<p>\u4eca\u56de\u306f\u4e2d\u5b66\u751f\u306b\u3082\u308f\u304b\u308b\u3088\u3046\u306b\u3001\u751f\u6210AI\u306e\u30b3\u30a2\u6280\u8853\u3067\u3042\u308bTransformer\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u57fa\u672c\u69cb\u9020\u304b\u3089\u5fdc\u7528\u4f8b\u3001\u305d\u3057\u3066\u305d\u306e\u512a\u308c\u305f\u70b9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002Transformer\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u753b\u50cf\u51e6\u7406\u3001\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u4eca\u5f8c\u3082\u305d\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u5e83\u304c\u3063\u3066\u3044\u304f\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u6280\u8853\u9032\u5316<\/h3>\n\n\n\n<p>Transformer\u6280\u8853\u306f\u65e5\u3005\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u3082\u69d8\u3005\u306a\u5206\u91ce\u3067\u306e\u65b0\u3057\u3044\u5fdc\u7528\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3088\u308a\u81ea\u7136\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u3001\u3088\u308a\u8907\u96d1\u306a\u753b\u50cf\u3092\u8a8d\u8b58\u3059\u308b\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u5f37\u5316\u5b66\u7fd2\u3092\u5b9f\u73fe\u3059\u308b\u306a\u3069\u3001Transformer\u306f\u69d8\u3005\u306a\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b66\u3073\u7d9a\u3051\u308b\u3053\u3068\u306e\u91cd\u8981\u6027<\/h3>\n\n\n\n<p>\u6280\u8853\u306e\u9032\u5316\u304c\u65e9\u3044\u4eca\u306e\u6642\u4ee3\u3001\u5b66\u3073\u7d9a\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002Transformer\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u3089\u306b\u6df1\u3044AI\u306e\u77e5\u8b58\u3092\u8eab\u306b\u3064\u3051\u308b\u7b2c\u4e00\u6b69\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002AI\u6280\u8853\u306f\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3092\u5927\u304d\u304f\u5909\u3048\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002Transformer\u3092\u7406\u89e3\u3057\u3001AI\u6280\u8853\u306e\u9032\u5316\u3092\u7a4d\u6975\u7684\u306b\u5b66\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u306f<a href=\"https:\/\/ai-seo.tokyo\/\" target=\"_blank\" rel=\"noopener\">AI-SEO<\/a>\u306b\u3088\u308a\u57f7\u7b46\u3055\u308c\u307e\u3057\u305f<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u751f\u6210AI\u306e\u4e2d\u6838\u3092\u306a\u3059\u6280\u8853\u3067\u3042\u308bTransformer\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5c02\u9580\u7684\u306a\u7528\u8a9e\u3092\u3067\u304d\u308b\u3060\u3051\u907f\u3051\u3066\u3001\u4e2d\u5b66\u751f\u306b\u3082\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002Transformer\u306e\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u4e01\u5be7\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":290,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27],"tags":[9,26,10,17,11,15,25,12,19,14,16,22,20,21,24,13,18,23],"class_list":{"0":"post-289","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-ai","8":"tag-ai","12":"tag-rag","13":"tag-15","14":"tag-25","15":"tag-12","17":"tag-14","18":"tag-16","19":"tag-22","20":"tag-20","21":"tag-21","22":"tag-24","23":"tag-13","24":"tag-18","25":"tag-23"},"_links":{"self":[{"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/posts\/289","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/comments?post=289"}],"version-history":[{"count":1,"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/posts\/289\/revisions"}],"predecessor-version":[{"id":294,"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/posts\/289\/revisions\/294"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/media\/290"}],"wp:attachment":[{"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/media?parent=289"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/categories?post=289"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/leadersnextgen.com\/homepage\/wp-json\/wp\/v2\/tags?post=289"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}