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class=\"wp-block-heading\">AI\u304c\u54c1\u8cea\u8a55\u4fa1\u3092\u5909\u3048\u308b\u300cAI4QA\u300d\u306e\u8003\u3048\u65b9<\/h2>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u5f93\u6765\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3001AI\u6280\u8853\u304c\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001AI\u6280\u8853\u3092\u54c1\u8cea\u4fdd\u8a3c\u306e\u30d7\u30ed\u30bb\u30b9\u81ea\u4f53\u306b\u6d3b\u7528\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u300cAI4QA\uff08Artificial-Intelligence for Quality Assurance\uff09\u300d\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001AI\u3092\u642d\u8f09\u3057\u305f\u88fd\u54c1\u306e\u54c1\u8cea\u3092\u4fdd\u8a3c\u3059\u308b\u300cQA4AI\u300d\u3068\u306f\u7570\u306a\u308b\u8003\u3048\u65b9\u3067\u3001AI\u304c\u54c1\u8cea\u4fdd\u8a3c\u6d3b\u52d5\u305d\u306e\u3082\u306e\u3092\u52b9\u7387\u5316\u30fb\u9ad8\u5ea6\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI4QA\u3068\u306f\uff1f<\/h3>\n\n\n\n<p>AI4QA\u306e\u76ee\u7684\u306f\u3001AI\u306e\u529b\u3092\u501f\u308a\u3066\u3001\u54c1\u8cea\u3001\u30b9\u30d4\u30fc\u30c9\u3001\u30b3\u30b9\u30c8\u3068\u3044\u3046\u4e09\u3064\u306e\u8981\u7d20\u3092\u540c\u6642\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u3053\u308c\u307e\u3067\u4eba\u9593\u304c\u884c\u3063\u3066\u304d\u305f\u69d8\u3005\u306a\u54c1\u8cea\u4fdd\u8a3c\u306e\u30bf\u30b9\u30af\u3092AI\u3067\u652f\u63f4\u3057\u305f\u308a\u3001\u81ea\u52d5\u5316\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u3067\u3001\u3088\u308a\u901f\u304f\u3001\u305d\u3057\u3066\u3088\u308a\u5c11\u306a\u3044\u30b3\u30b9\u30c8\u3067\u54c1\u8cea\u3092\u4fdd\u3064\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u682a\u5f0f\u4f1a\u793e\u30d9\u30ea\u30b5\u30fc\u30d6\u306e\u7814\u7a76\u4f01\u753b\u958b\u767a\u90e8\u90e8\u9577\u3067\u3042\u308b\u677e\u6728\u664b\u7950\u6c0f\u3082\u3001<a href=\"https:\/\/www.veriserve.co.jp\/asset\/approach\/column\/ai\/advanced-tech-ai04.html\">AI4QA\u306fAI\u6280\u8853\u3092\u54c1\u8cea\u6280\u8853\u306b\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u304f\u304b\u3068\u3044\u3046\u300c\u30a2\u30d7\u30ed\u30fc\u30c1\u300d\u3067\u3042\u308b<\/a>\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u306e\u5f97\u610f\u306a\u5206\u91ce\u3092\u54c1\u8cea\u4fdd\u8a3c\u306b\u6301\u3061\u8fbc\u3080\u3053\u3068\u3067\u3001\u30c6\u30b9\u30c8\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u306a\u3069\u304c\u9032\u5316\u3057\u3001\u300c\u3088\u308a\u826f\u3044\u30c4\u30fc\u30eb\u300d\u304c\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u304c\u76ee\u6307\u3059\u30ec\u30d3\u30e5\u30fc\u306e\u59ff<\/h3>\n\n\n\n<p>AI4QA\u306e\u8003\u3048\u65b9\u306b\u57fa\u3065\u304d\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30ec\u30d3\u30e5\u30fc\u304c\u76ee\u6307\u3059\u59ff\u306f\u3001\u307e\u3055\u306b\u5f93\u6765\u306e\u8ab2\u984c\u3092\u514b\u670d\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u624b\u3092\u4ecb\u3055\u305a\u5168\u30da\u30fc\u30b8\u30c1\u30a7\u30c3\u30af<\/strong>\uff1a\u307e\u305a\u3001\u5168\u3066\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30da\u30fc\u30b8\u3092\u4eba\u624b\u3092\u4ecb\u3055\u305a\u306b\u30c4\u30fc\u30eb\u304c\u81ea\u52d5\u3067\u30c1\u30a7\u30c3\u30af\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5927\u91cf\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3082\u77ed\u6642\u9593\u3067\u30ec\u30d3\u30e5\u30fc\u304c\u5b8c\u4e86\u3057\u3001\u898b\u843d\u3068\u3057\u306e\u30ea\u30b9\u30af\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8ab0\u3067\u3082\u540c\u3058\u7d50\u679c\u3001\u30d9\u30c6\u30e9\u30f3\u306e\u6d1e\u5bdf\u3092\u518d\u73fe<\/strong>\uff1aAI\u304c\u5224\u65ad\u57fa\u6e96\u3092\u6301\u3064\u3053\u3068\u3067\u3001\u30ec\u30d3\u30e5\u30a2\u30fc\u306e\u77e5\u8b58\u3084\u7d4c\u9a13\u306b\u4f9d\u5b58\u305b\u305a\u3001\u8ab0\u304c\u30c1\u30a7\u30c3\u30af\u3057\u3066\u3082\u5e38\u306b\u540c\u3058\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30d9\u30c6\u30e9\u30f3\u6280\u8853\u8005\u304c\u9577\u5e74\u306e\u7d4c\u9a13\u3067\u57f9\u3063\u305f\u300c\u6d1e\u5bdf\u300d\u306b\u57fa\u3065\u3044\u305f\u6307\u6458\u3092AI\u304c\u518d\u73fe\u3057\u3001\u3088\u308a\u8cea\u306e\u9ad8\u3044\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u307e\u3055\u306b\u300c\u54c1\u8cea\u306e\u5747\u4e00\u5316\u300d\u3068\u300c\u719f\u7df4\u306e\u6280\u306e\u5171\u6709\u300d\u3092AI\u304c\u5b9f\u73fe\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6587\u8108\u3092\u7406\u89e3\u3059\u308bAI\u3001\u300cBERT\u300d\u306e\u529b<\/h2>\n\n\n\n<p>\u3067\u306f\u3001\u5177\u4f53\u7684\u306b\u3069\u306e\u3088\u3046\u306aAI\u6280\u8853\u304c\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u65b9\u5f0f\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u8ce2\u3044\u30ec\u30d3\u30e5\u30fc\u3092\u53ef\u80fd\u306b\u3057\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u767b\u5834\u3059\u308b\u306e\u304c\u300cBERT\u300d\u3068\u3044\u3046\u5f37\u529b\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">BERT\u3068\u306f\u4f55\u304b\uff1f<\/h3>\n\n\n\n<p>BERT\u306f\u300cBidirectional Encoder Representations from Transformers\u300d\u306e\u7565\u3067\u3001Google\u304c2018\u5e74\u306b\u767a\u8868\u3057\u305f\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f53\u6642\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u6700\u9ad8\u306e\u30b9\u30b3\u30a2\u3092\u53e9\u304d\u51fa\u3057\u3001\u5927\u304d\u306a\u8a71\u984c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>BERT\u306e\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001<strong>\u6587\u7ae0\u3092\u300c\u6587\u982d\u304b\u3089\u672b\u5c3e\u300d\u3068\u300c\u672b\u5c3e\u304b\u3089\u6587\u982d\u300d\u306e\u4e21\u65b9\u5411\u304b\u3089\u540c\u6642\u306b\u4e8b\u524d\u5b66\u7fd2\u3059\u308b<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u3053\u308c\u307e\u3067\u306e\u30e2\u30c7\u30eb\u306f\u4e00\u65b9\u5411\u304b\u3089\u306e\u5b66\u7fd2\u304c\u4e3b\u6d41\u3060\u3063\u305f\u305f\u3081\u3001\u3053\u306e\u53cc\u65b9\u5411\u6027\u306b\u3088\u3063\u3066\u3001\u3088\u308a\u6df1\u304f\u6587\u8108\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u308b\u306a\u3089\u3001\u6587\u7ae0\u5168\u4f53\u306e\u610f\u5473\u3092\u4e21\u5074\u304b\u3089\u3058\u3063\u304f\u308a\u8aad\u3093\u3067\u628a\u63e1\u3059\u308b\u8aad\u66f8\u5bb6\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>BERT\u306f\u3001Transformer\u3068\u547c\u3070\u308c\u308b\u30e2\u30c7\u30eb\u69cb\u9020\u3092\u57fa\u790e\u3068\u3057\u3066\u3044\u307e\u3059\u3002Transformer\u306f\u3001\u5358\u8a9e\u540c\u58eb\u306e\u95a2\u9023\u6027\u3084\u91cd\u8981\u5ea6\u3092\u793a\u3059\u300cAttention\uff08\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\uff09\u300d\u3068\u3044\u3046\u4ed5\u7d44\u307f\u3092\u4f7f\u3063\u3066\u3001\u6587\u8108\u3092\u9ad8\u7cbe\u5ea6\u3067\u8aad\u307f\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">BERT\u304c\u8ab2\u984c\u3092\u3069\u3046\u89e3\u6c7a\u3057\u305f\u304b<\/h3>\n\n\n\n<p>BERT\u3092\u8a2d\u8a08\u30ec\u30d3\u30e5\u30fc\u306b\u5fdc\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u65b9\u5f0f\u304c\u62b1\u3048\u3066\u3044\u305f\u554f\u984c\u306f\u5287\u7684\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u8108\u7406\u89e3\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u5224\u5b9a<\/strong>\uff1aBERT\u306f\u6587\u7ae0\u306e\u6587\u8108\u3084\u610f\u5473\u5408\u3044\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u3001\u5358\u306a\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u8a00\u8449\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u72b6\u6cc1\u5168\u4f53\u3092\u8003\u616e\u3057\u3066\u5224\u5b9a\u3092\u4e0b\u305b\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65e5\u7acb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30ba\u3067\u306e\u5b9f\u8a3c\u5b9f\u9a13\u3067\u306f<strong>\u8aa4\u6307\u6458\u7387\u3092\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u65b9\u5f0f\u306e\u7d0490%\u304b\u3089\u3001\u308f\u305a\u304b5%\u307e\u3067\u524a\u6e1b\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u307e\u3057\u305f<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5358\u8a9e\u767b\u9332\u4e0d\u8981\u306e\u67d4\u8edf\u6027<\/strong>\uff1aBERT\u306f\u6587\u7ae0\u3092\u300c\u30b5\u30d6\u30ef\u30fc\u30c9\u300d\u3068\u3044\u3046\u5c0f\u3055\u306a\u5358\u4f4d\u306b\u5206\u89e3\u3057\u3066\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65b0\u3057\u3044\u5358\u8a9e\u3084\u5c02\u9580\u7528\u8a9e\u3092\u4e8b\u524d\u306b\u767b\u9332\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u3069\u3093\u306a\u6587\u7ae0\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5fb4\u306e\u81ea\u52d5\u5b66\u7fd2<\/strong>\uff1a\u6307\u6458\u3059\u3079\u304d\u6587\u7ae0\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u7279\u5fb4\u3092AI\u304c\u81ea\u52d5\u3067\u5b66\u7fd2\u3059\u308b\u305f\u3081\u3001\u4eba\u9593\u304c\u8907\u96d1\u306a\u5224\u65ad\u30ed\u30b8\u30c3\u30af\u3092\u4e8b\u524d\u306b\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6e96\u5099\u6bb5\u968e\u3067\u306e\u7169\u96d1\u3055\u3082\u89e3\u6d88\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u3069\u3046\u3059\u308b\uff1f<\/h3>\n\n\n\n<p>BERT\u306e\u3088\u3046\u306aAI\u30e2\u30c7\u30eb\u3092\u9ad8\u7cbe\u5ea6\u3067\u52d5\u4f5c\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u8cea\u306e\u826f\u3044\u300c\u5b66\u7fd2\u30c7\u30fc\u30bf\u300d\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002AI\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\uff08\u6559\u5e2b\u30c7\u30fc\u30bf\uff09\u3092\u300c\u4f8b\u984c\u300d\u3068\u3057\u3066\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u306b\u306f\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u8a2d\u8a08\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8a18\u8f09\u5185\u5bb9\u306b\u9069\u5207\u306a\u300c\u54c1\u8cea\u61f8\u5ff5\u30ab\u30c6\u30b4\u30ea\u300d\uff08\u4f8b\uff1a\u300c\u3042\u3044\u307e\u3044\u7528\u8a9e\u306e\u61f8\u5ff5\u300d\u3084\u300c\u8907\u96d1\u306a\u6761\u4ef6\u306e\u61f8\u5ff5\u300d\u306a\u30699\u7a2e\u985e\u304c\u5b9a\u7fa9\u3055\u308c\u307e\u3057\u305f\uff09\u3092\u4ed8\u4e0e\u3059\u308b\u4f5c\u696d\u306f\u3001\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u6642\u9593\u304c\u304b\u304b\u308a\u30011\u4eba\u3042\u305f\u308a1\u65e550\uff5e80\u4ef6\u304c\u9650\u754c\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001\u52b9\u7387\u7684\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u4f5c\u6210\u306e\u305f\u3081\u306b\u3001\u3042\u308b\u5de5\u592b\u304c\u51dd\u3089\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u306f\u3001<strong>\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u8a2d\u8a08\u66f8\u3092\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u30c1\u30a7\u30c3\u30af\u30c4\u30fc\u30eb\u3067\u4e00\u5ea6\u89e3\u6790\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u76ee\u8996\u3067\u7cbe\u67fb\u3059\u308b\u3068\u3044\u3046\u65b9\u6cd5\u3067\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u30ad\u30fc\u30ef\u30fc\u30c9\u30c1\u30a7\u30c3\u30af\u30c4\u30fc\u30eb\u304c\u554f\u984c\u7b87\u6240\u3092\u5f37\u8abf\u8868\u793a\u3057\u3001\u54c1\u8cea\u61f8\u5ff5\u30ab\u30c6\u30b4\u30ea\u306e\u5019\u88dc\u3092\u51fa\u529b\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u4eba\u9593\u306f\u305d\u306e\u60c5\u5831\u3092\u5143\u306b\u7d20\u65e9\u304f\u5224\u65ad\u30fb\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u65b9\u6cd5\u306b\u3088\u308a\u3001<strong>1\u4eba\u3042\u305f\u308a\u306e\u4f5c\u696d\u52b9\u7387\u304c\u7d046\uff5e9\u500d\u306b\u5411\u4e0a\u3057\u30011\u65e5450\uff5e500\u4ef6\u3082\u306e\u30c7\u30fc\u30bf\u306b\u54c1\u8cea\u61f8\u5ff5\u30ab\u30c6\u30b4\u30ea\u3092\u4ed8\u4e0e\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f<\/strong>\u3002\u7d50\u679c\u3068\u3057\u3066\u300171\u30d5\u30a1\u30a4\u30eb\u3001\u7d043\u4e072000\u4ef6\u306e\u6587\u7ae0\u30c7\u30fc\u30bf\u304c\u53ce\u96c6\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u6700\u521d\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u6e96\u5099\u306b\u306f\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u3053\u306e\u4e8b\u4f8b\u3067\u306f\u3001\u7d048500\u4ef6\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u7d041.5\u4eba\u6708\u3092\u8981\u3057\u305f\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u4e00\u5ea6\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u69cb\u7bc9\u3055\u308c\u308c\u3070\u3001\u305d\u306e\u5f8c\u306e\u7cbe\u5ea6\u5411\u4e0a\u306f\u3001\u6587\u7ae0\u3068\u54c1\u8cea\u61f8\u5ff5\u30ab\u30c6\u30b4\u30ea\u306e\u5b66\u7fd2\u8ffd\u52a0\u306e\u307f\u3067\u5bb9\u6613\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u6d3b\u7528\u3067\u5f97\u3089\u308c\u305f\u5177\u4f53\u7684\u306a\u52b9\u679c\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n\n\n\n<p>\u65e5\u7acb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30ba\u306e\u3053\u306e\u53d6\u308a\u7d44\u307f\u306f\u3001AI\u304c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u54c1\u8cea\u8a55\u4fa1\u306b\u3082\u305f\u3089\u3059\u5177\u4f53\u7684\u306a\u52b9\u679c\u3092\u660e\u78ba\u306b\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9a\u91cf\u7684\u306a\u52b9\u679c\u4e8b\u4f8b\uff1a\u65e5\u7acb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30ba\u306e\u53d6\u308a\u7d44\u307f<\/h3>\n\n\n\n<p>\u57fa\u672c\u8a2d\u8a08\u66f8\uff08\u7d041500\u30da\u30fc\u30b8\uff09\u306e\u30ec\u30d3\u30e5\u30fc\u5de5\u6570\u6bd4\u8f03\u3067\u306f\u3001\u9a5a\u304f\u3079\u304d\u7d50\u679c\u304c\u51fa\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u4eba\u624b\u3067\u5bfe\u5fdc\uff08\u6642\u9593\uff09<\/th><th>BERT\u6d3b\u7528\uff08\u6642\u9593\uff09<\/th><th>\u524a\u6e1b\u52b9\u679c<\/th><\/tr><\/thead><tbody><tr><td>\u7740\u773c\u70b9\u306b\u6cbf\u3063\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c1\u30a7\u30c3\u30af<\/td><td>300.0<\/td><td>162.0<\/td><td>-46.0%<\/td><\/tr><tr><td>\u6307\u6458\u4e00\u89a7\u306e\u4f5c\u6210\u3084\u3001\u8cea\u7591\u4e8b\u9805\u306e\u3084\u308a\u3068\u308a<\/td><td>30.0<\/td><td>17.0<\/td><td>-43.3%<\/td><\/tr><tr><td><strong>\u5408\u8a08<\/strong><\/td><td><strong>510.0<\/strong><\/td><td><strong>360.0<\/strong><\/td><td><strong>-29.4%<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u5168\u4f53\u306e\u30ec\u30d3\u30e5\u30fc\u5de5\u6570\u309229.4%\uff08150\u6642\u9593\uff09\u3082\u524a\u6e1b\u3067\u304d\u305f<\/strong>\u306e\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u5927\u91cf\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6271\u3046\u73fe\u5834\u306b\u3068\u3063\u3066\u3001\u975e\u5e38\u306b\u5927\u304d\u306a\u52b9\u679c\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u54c1\u8cea\u9762\u3067\u306f\u6b21\u306e\u3088\u3046\u306a\u6539\u5584\u304c\u898b\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6307\u6458\u518d\u73fe\u7387<\/strong>\uff1a\u30d9\u30c6\u30e9\u30f3\u6280\u8853\u8005\u3068\u540c\u69d8\u306b\u6307\u6458\u3067\u304d\u308b\u304b\u3092\u793a\u3059\u6307\u6a19\u3067\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u65b9\u5f0f\u306e29.7%\u306b\u5bfe\u3057\u3001<strong>BERT\u306b\u3088\u308b\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3067\u306f85.7%\u306b\u5411\u4e0a<\/strong>\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>\u6307\u6458\u898b\u9003\u3057\u7387<\/strong>\uff1a\u898b\u843d\u3068\u3057\u306a\u304f\u6307\u6458\u3067\u304d\u308b\u304b\u3092\u793a\u3059\u6307\u6a19\u3067\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u65b9\u5f0f\u306e69.2%\u306b\u5bfe\u3057\u3001<strong>BERT\u3067\u306f4.4%\u306b\u6fc0\u6e1b<\/strong>\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>\u8aa4\u6307\u6458\u7387<\/strong>\uff1a\u8aa4\u3063\u305f\u6307\u6458\u304c\u5c11\u306a\u3044\u304b\u3092\u793a\u3059\u6307\u6a19\u3067\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u5224\u5b9a\u65b9\u5f0f\u306e9.1%\u306b\u5bfe\u3057\u3001BERT\u3067\u306f9.3%\u3068\u307b\u307c\u540c\u7b49\u3067\u3057\u305f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u6570\u5b57\u306f\u3001AI\u304c\u5358\u306b\u4f5c\u696d\u3092\u901f\u304f\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u54c1\u8cea\u305d\u306e\u3082\u306e\u3082\u5927\u304d\u304f\u5411\u4e0a\u3055\u305b\u3089\u308c\u308b<\/strong>\u3053\u3068\u3092\u7269\u8a9e\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u898b\u9003\u3057\u304c\u5927\u5e45\u306b\u6e1b\u3063\u305f\u3053\u3068\u306f\u3001\u5f8c\u5de5\u7a0b\u3067\u306e\u30d0\u30b0\u767a\u751f\u30ea\u30b9\u30af\u4f4e\u6e1b\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u6d3b\u7528\u306e\u69d8\u3005\u306a\u53ef\u80fd\u6027<\/h3>\n\n\n\n<p>\u8a2d\u8a08\u30ec\u30d3\u30e5\u30fc\u4ee5\u5916\u306b\u3082\u3001AI\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u54c1\u8cea\u4fdd\u8a3c\u306e\u69d8\u3005\u306a\u5834\u9762\u3067\u5f79\u7acb\u3061\u59cb\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306e\u81ea\u52d5\u751f\u6210<\/strong>\uff1aAI\u304c\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3084\u4ed5\u69d8\u66f8\u3092\u5206\u6790\u3057\u3001\u52b9\u679c\u7684\u306a\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u81ea\u52d5\u3067\u4f5c\u308a\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4eba\u9593\u3067\u306f\u601d\u3044\u3064\u304b\u306a\u3044\u3088\u3046\u306a\u30b7\u30ca\u30ea\u30aa\u3082\u30ab\u30d0\u30fc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d0\u30b0\u306e\u4e88\u6e2c\u5206\u6790<\/strong>\uff1a\u904e\u53bb\u306e\u30c6\u30b9\u30c8\u7d50\u679c\u3084\u958b\u767a\u5c65\u6b74\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u5c06\u6765\u767a\u751f\u3057\u305d\u3046\u306a\u30d0\u30b0\u3084\u554f\u984c\u70b9\u3092\u4e88\u6e2c\u3057\u3001\u958b\u767a\u8005\u306b\u4e8b\u524d\u306b\u8b66\u544a\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>UI\u306e\u8996\u899a\u7684\u691c\u8a3c<\/strong>\uff1aAI\u306e\u753b\u50cf\u8a8d\u8b58\u6280\u8853\u3092\u4f7f\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u898b\u305f\u76ee\u306e\u4e0d\u5177\u5408\u3084\u30c7\u30b6\u30a4\u30f3\u306e\u4e0d\u4e00\u81f4\u306a\u3069\u3092\u81ea\u52d5\u3067\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u306e\u6d3b\u7528<\/strong>\uff1a\u751f\u6210AI\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001<a href=\"https:\/\/www.city.kawasaki.jp\/170\/cmsfiles\/contents\/0000117\/117544\/02_kihonsiyousyo(AI).pdf\">\u5ddd\u5d0e\u5e02\u5f79\u6240\u306e\u4e8b\u4f8b<\/a>\u306e\u3088\u3046\u306b\u5e02\u6c11\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u81ea\u52d5\u3067\u56de\u7b54\u3057\u305f\u308a\u3001\u5927\u5b66\u306e\u7814\u7a76\u30c7\u30fc\u30bf\u7ba1\u7406\u652f\u63f4\u306b\u4f7f\u308f\u308c\u305f\u308a\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u300d\u3068\u3044\u3046\u6280\u8853\u3092\u4f7f\u3048\u3070\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306a\u3044\u6700\u65b0\u306e\u60c5\u5831\u3084\u4f01\u696d\u56fa\u6709\u306e\u77e5\u8b58\u3082\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b20\u9665\u306e\u7279\u5b9a\u3068\u4fee\u6b63<\/strong>\uff1aAI\u306f\u3001\u30b3\u30fc\u30c9\u306e\u6b20\u9665\u7b87\u6240\u3092\u7279\u5b9a\u3059\u308b\u300c\u6b20\u9665\u9650\u5c40\u300d\u3084\u3001\u7c21\u5358\u306a\u6b20\u9665\u3067\u3042\u308c\u3070\u81ea\u52d5\u3067\u4fee\u6b63\u3059\u308b\u300c\u81ea\u52d5\u30d7\u30ed\u30b0\u30e9\u30e0\u4fee\u6b63\u300d\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b20\u9665\u5831\u544a\u306e\u7ba1\u7406<\/strong>\uff1a\u5927\u91cf\u306e\u30d0\u30b0\u30ec\u30dd\u30fc\u30c8\u306e\u4e2d\u304b\u3089\u91cd\u8907\u3059\u308b\u3082\u306e\u3092\u7279\u5b9a\u3059\u308b\u969b\u306b\u3082\u3001BERT\u306e\u3088\u3046\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001AI\u306f\u54c1\u8cea\u4fdd\u8a3c\u306e\u591a\u304f\u306e\u5de5\u7a0b\u306b\u304a\u3044\u3066\u3001\u4eba\u9593\u306e\u4f5c\u696d\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u3088\u308a\u8ce2\u304f\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u6d3b\u52d5\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u5c0e\u5165\u306e\u8ab2\u984c\u3068\u3053\u308c\u304b\u3089<\/h3>\n\n\n\n<p>AI\u306f\u975e\u5e38\u306b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u304c\u3001\u5c0e\u5165\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul 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