{"id":21849,"date":"2026-07-27T04:34:52","date_gmt":"2026-07-26T19:34:52","guid":{"rendered":"https:\/\/genai-ai.co.jp\/ai-kanri\/?p=21849"},"modified":"2026-08-13T23:54:52","modified_gmt":"2026-08-13T14:54:52","slug":"cc-bert-guide","status":"publish","type":"post","link":"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-bert-guide\/","title":{"rendered":"\u30102026\u5e748\u6708\u6700\u65b0\u3011BERT\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u30fbGPT\u3068\u306e\u9055\u3044\u30fb\u6d3b\u7528\u4f8b\u3068\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5411\u304d\u5408\u3044\u65b9"},"content":{"rendered":"\n<style>\n.g-flow-row{display:flex;gap:8px;justify-content:center;flex-wrap:wrap;align-items:center;}\n.g-flow-item{background:linear-gradient(135deg,#1a1a1a,#2a1015);color:#fff;border-radius:8px;padding:16px 14px;min-width:130px;flex:1;text-align:center;}\n.g-flow-arrow{color:#dc2626;font-size:20px;font-weight:700;}\n.g-card-row{display:flex;gap:12px;flex-wrap:wrap;margin:0 0 32px;}\n.g-card-row>div{flex:1;min-width:220px;}\n@media(max-width:600px){\n  .g-flow-row{flex-direction:column;}\n  .g-flow-arrow{transform:rotate(90deg);}\n  .g-card-row{flex-direction:column;}\n  .g-card-row>div{min-width:100%;}\n}\n<\/style>\n\n\n\n<div style=\"margin:0 0 32px;\">\n  <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/07\/thumb-cc-bert-guide-8.jpg\" alt=\"\u30102026\u5e747\u6708\u6700\u65b0\u3011BERT\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u30fbGPT\u3068\u306e\u9055\u3044\u30fb\u6d3b\u7528\u4f8b\u3068\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5411\u304d\u5408\u3044\u65b9\" style=\"width:100%;height:auto;border-radius:12px;display:block;\">\n<\/div>\n\n\n\n\n\n\n\n<p class=\"wp-block-paragraph\">Google\u691c\u7d22\u3067\u8907\u96d1\u306a\u8a00\u3044\u56de\u3057\u306e\u8cea\u554f\u3092\u3057\u3066\u3082\u3001\u9a5a\u304f\u307b\u3069\u7684\u78ba\u306a\u691c\u7d22\u7d50\u679c\u304c\u8fd4\u3063\u3066\u304f\u308b\u2014\u2014\u305d\u306e\u88cf\u5074\u3067\u9577\u5e74\u6d3b\u8e8d\u3057\u3066\u304d\u305f\u306e\u304c\u300cBERT\u300d\u3068\u3044\u3046\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002ChatGPT\u30fbClaude\u307b\u3069\u4e00\u822c\u306b\u306f\u77e5\u3089\u308c\u3066\u3044\u307e\u305b\u3093\u304c\u3001<strong>\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3084\u6587\u66f8\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u300c\u7e01\u306e\u4e0b\u306e\u529b\u6301\u3061\u300d<\/strong>\u3068\u3057\u3066\u3001\u4eca\u3082\u306a\u304a\u5e45\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001BERT\u306e\u4ed5\u7d44\u307f\uff08\u53cc\u65b9\u5411\u6027\u30fbMLM\u30fbNSP\uff09\u3068\u3001GPT\u3068\u306e\u6280\u8853\u7684\u306a\u9055\u3044\u3092\u6574\u7406\u3057\u3001\u6d3b\u7528\u4e8b\u4f8b\u30fb\u6d3e\u751f\u30e2\u30c7\u30eb\u307e\u3067\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002\u305d\u306e\u3046\u3048\u3067\u3001<strong>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u300cBERT\u7684\u306a\u30bf\u30b9\u30af\u300d\u3092\u3069\u3046\u81ea\u793e\u306e\u696d\u52d9\u3067\u6271\u3046\u3079\u304d\u304b<\/strong>\u3068\u3044\u3046\u5b9f\u52d9\u7684\u306a\u7d50\u8ad6\u307e\u3067\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">BERT\u306f\u666e\u6bb5\u306e\u751f\u6d3b\u3067\u540d\u524d\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u306f\u307b\u307c\u3042\u308a\u307e\u305b\u3093\u304c\u3001Google\u691c\u7d22\u3092\u4f7f\u3046\u305f\u3073\u306b\u3001\u305d\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u6280\u8853\u3067\u3059\u3002\u4eca\u65e5\u306f\u305d\u306e\u6b63\u4f53\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/div>\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300cBERT\u3068GPT\u3001\u4f55\u304c\u9055\u3046\u306e\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u4e00\u8a00\u3067\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u3092\u3001\u4eca\u65e5\u306e\u30b4\u30fc\u30eb\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3092\u6700\u5f8c\u307e\u3067\u8aad\u3080\u3068\u3001\u6b21\u306e6\u3064\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>BERT<\/strong>\u304c\u3069\u3093\u306a\u4ed5\u7d44\u307f\u3067\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u304b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u53cc\u65b9\u5411\u6027\u30fbMLM\uff08\u30de\u30b9\u30af\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u30fbNSP\uff08\u6b21\u6587\u4e88\u6e2c\uff09<\/strong>\u3068\u3044\u3046\u4e2d\u6838\u6280\u8853<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>BERT\u3068GPT<\/strong>\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fb\u5f97\u610f\u30bf\u30b9\u30af\u306e\u9055\u3044<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>Google\u691c\u7d22\u30fb\u611f\u60c5\u5206\u6790\u306a\u3069<strong>BERT\u306e\u5177\u4f53\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b<\/strong><\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>RoBERTa\u30fbDistilBERT<\/strong>\u306a\u3069\u4e3b\u8981\u306a\u6d3e\u751f\u30e2\u30c7\u30eb<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c<strong>BERT\u7684\u306a\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af<\/strong>\u3092\u3069\u3046\u696d\u52d9\u306b\u53d6\u308a\u5165\u308c\u308b\u304b<\/span><\/div>\n\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-01\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">01<\/span>\n  <span class=\"section-label\" style=\"display:block;\">WHAT IS BERT<\/span>\n  <span class=\"section-title\" style=\"display:block;\">BERT\u3068\u306f\u4f55\u304b<\/span>\n  <span class=\"section-desc\">Google\u304c\u958b\u767a\u3057\u305f\u300c\u30c6\u30ad\u30b9\u30c8\u7406\u89e3\u300d\u7279\u5316\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u3068\u306f\u3001Google\u304c\u958b\u767a\u3057\u305fTransformer\u30d9\u30fc\u30b9\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u540d\u524d\u306e\u901a\u308a\u3001<strong>\u6587\u7ae0\u3092\u53cc\u65b9\u5411\uff08\u524d\u5f8c\u4e21\u65b9\u306e\u6587\u8108\uff09\u304b\u3089\u8aad\u307f\u53d6\u308b<\/strong>\u3053\u3068\u3067\u3001\u5358\u8a9e\u3084\u6587\u7ae0\u306e\u610f\u5473\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>BERT<\/strong>\uff1aBidirectional Encoder Representations from Transformers \u306e\u7565\u3002Google\u304c\u958b\u767a\u3057\u305f\u3001Transformer\u306e\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u90e8\u5206\u3092\u4f7f\u3063\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3002\u6587\u7ae0\u3092\u53cc\u65b9\u5411\u304b\u3089\u8aad\u307f\u53d6\u308b\u3053\u3068\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u30bf\u30b9\u30af\uff08\u5206\u985e\u30fb\u691c\u7d22\u30fb\u62bd\u51fa\u7b49\uff09\u306b\u5f37\u307f\u3092\u6301\u3064\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">1-1. \u306a\u305c\u300c\u53cc\u65b9\u5411\u300d\u304c\u91cd\u8981\u306a\u306e\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u300c\u9280\u884c\u306e\u524d\u306b\u7acb\u3063\u305f\u300d\u3068\u3044\u3046\u6587\u7ae0\u306e\u300c\u9280\u884c\u300d\u304c\u91d1\u878d\u6a5f\u95a2\u3092\u6307\u3059\u306e\u304b\u3001\u5ddd\u5cb8\uff08bank\uff09\u3092\u6307\u3059\u306e\u304b\u3092\u6b63\u3057\u304f\u5224\u65ad\u3059\u308b\u306b\u306f\u3001<strong>\u524d\u5f8c\u306e\u6587\u8108\u3092\u540c\u6642\u306b\u898b\u308b<\/strong>\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5f93\u6765\u306e\u4e00\u65b9\u5411\uff08\u5de6\u304b\u3089\u53f3\u3078\u9806\u756a\u306b\u8aad\u3080\uff09\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5f8c\u308d\u306b\u6765\u308b\u5358\u8a9e\u306e\u60c5\u5831\u3092\u4f7f\u3048\u306a\u3044\u305f\u3081\u3001\u3053\u3046\u3057\u305f\u66d6\u6627\u3055\u306e\u89e3\u6d88\u304c\u82e6\u624b\u3067\u3057\u305f\u3002BERT\u306f\u3053\u306e\u8ab2\u984c\u306b\u3001\u53cc\u65b9\u5411\u6027\u3068\u3044\u3046\u767a\u60f3\u3067\u5fdc\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">BERT\u306e\u4f4d\u7f6e\u3065\u3051<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">BERT\u306f\u3001ChatGPT\u30fbClaude\u306e\u3088\u3046\u306a\u300c\u4f1a\u8a71\u3059\u308b\u30fb\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u300dAI\u3068\u306f\u7570\u306a\u308b\u65b9\u5411\u6027\u306e\u6280\u8853\u3067\u3059\u3002\u300c\u4e0e\u3048\u3089\u308c\u305f\u6587\u7ae0\u306e\u610f\u5473\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u300d\u3053\u3068\u306b\u7279\u5316\u3057\u3066\u304a\u308a\u3001\u88cf\u65b9\u3068\u3057\u3066\u69d8\u3005\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">1-2. BERT\u767b\u5834\u306e\u6b74\u53f2\u7684\u306a\u4f4d\u7f6e\u3065\u3051<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306f2018\u5e74\u306bGoogle\u304c\u767a\u8868\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306e\u7814\u7a76\u30fb\u5b9f\u52d9\u306e\u4e21\u9762\u3067\u5927\u304d\u306a\u8ee2\u63db\u70b9\u3068\u306a\u3063\u305f\u30e2\u30c7\u30eb\u3067\u3059\u3002BERT\u4ee5\u524d\u306f\u3001\u30bf\u30b9\u30af\u3054\u3068\u306b\u7570\u306a\u308b\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u304c\u3001BERT\u306e\u767b\u5834\u306b\u3088\u308a<strong>\u300c\u307e\u305a\u5927\u91cf\u306e\u4e00\u822c\u7684\u306a\u6587\u7ae0\u3067\u4e8b\u524d\u5b66\u7fd2\u3057\u3001\u305d\u306e\u3046\u3048\u3067\u500b\u5225\u30bf\u30b9\u30af\u7528\u306b\u8efd\u304f\u8ffd\u52a0\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3059\u308b\u300d<\/strong>\u3068\u3044\u30462\u6bb5\u968e\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e3b\u6d41\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u8003\u3048\u65b9\u306f\u3001\u73fe\u5728\u306e\u751f\u6210AI\uff08LLM\uff09\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306b\u3082\u53d7\u3051\u7d99\u304c\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/strong>\uff1a\u4eba\u9593\u304c\u65e5\u5e38\u7684\u306b\u4f7f\u3046\u8a00\u8449\uff08\u81ea\u7136\u8a00\u8a9e\uff09\u3092\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u51e6\u7406\u30fb\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u6280\u8853\u5206\u91ce\u306e\u7dcf\u79f0\u3002\u7ffb\u8a33\u30fb\u8981\u7d04\u30fb\u5206\u985e\u30fb\u5bfe\u8a71\u306a\u3069\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u6271\u3046AI\u6280\u8853\u306e\u591a\u304f\u304c\u3053\u306e\u5206\u91ce\u306b\u542b\u307e\u308c\u3001BERT\u30fbGPT\u7cfb\u306e\u30e2\u30c7\u30eb\u306f\u3044\u305a\u308c\u3082NLP\u306e\u4ee3\u8868\u7684\u306a\u6210\u679c\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u308b\u3002<\/p>\n<\/div>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u4e8b\u524d\u5b66\u7fd2\uff0b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3046\u767a\u60f3<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u3053\u306e2\u6bb5\u968e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u7b2c3\u7ae0\u3067\u7d39\u4ecb\u3059\u308bLLM\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3068\u3082\u5171\u901a\u3059\u308b\u8003\u3048\u65b9\u3067\u3059\u3002BERT\u306f\u3053\u306e\u300c\u578b\u300d\u3092\u78ba\u7acb\u3057\u305f\u5148\u99c6\u3051\u7684\u306a\u5b58\u5728\u3060\u3068\u7406\u89e3\u3057\u3066\u304a\u304f\u3068\u3001AI\u6280\u8853\u306e\u6b74\u53f2\u7684\u306a\u6d41\u308c\u304c\u63b4\u307f\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-02\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">02<\/span>\n  <span class=\"section-label\" style=\"display:block;\">HOW IT WORKS<\/span>\n  <span class=\"section-title\" style=\"display:block;\">BERT\u306e\u4ed5\u7d44\u307f<\/span>\n  <span class=\"section-desc\">\u57cb\u3081\u8fbc\u307f\u5c64\u30fbEncoder\u30b9\u30bf\u30c3\u30af\u30fb\u4e8b\u524d\u5b66\u7fd2\u30bf\u30b9\u30af<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306f\u3001\u5927\u304d\u304f3\u3064\u306e\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u8981\u7d20<\/th><th>\u5f79\u5272<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u57cb\u3081\u8fbc\u307f\u5c64\uff08Embedding\uff09<\/td><td>\u5358\u8a9e\uff08\u30c8\u30fc\u30af\u30f3\uff09\u3092\u6570\u5024\u306e\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u3001\u610f\u5473\u30fb\u4f4d\u7f6e\u30fb\u6587\u306e\u533a\u5207\u308a\u60c5\u5831\u3092\u6301\u305f\u305b\u308b<\/td><\/tr>\n<tr><td>Encoder\u30b9\u30bf\u30c3\u30af<\/td><td>Transformer\u306e\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u5c64\u3092\u8907\u6570\u91cd\u306d\u3001\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u3067\u6587\u8108\u3092\u8aad\u307f\u53d6\u308b\uff08Base\u724812\u5c64\u3001Large\u724824\u5c64\u306a\u3069\uff09<\/td><\/tr>\n<tr><td>\u4e8b\u524d\u5b66\u7fd2\u30bf\u30b9\u30af<\/td><td>MLM\uff08\u30de\u30b9\u30af\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u30fbNSP\uff08\u6b21\u6587\u4e88\u6e2c\uff09\u3068\u3044\u30462\u7a2e\u985e\u306e\u30bf\u30b9\u30af\u3067\u3001\u4e8b\u524d\u306b\u8a00\u8a9e\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30de\u30b9\u30af\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08MLM\uff09<\/strong>\uff1aBERT\u306e\u4e8b\u524d\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u4e00\u3064\u3002\u6587\u7ae0\u4e2d\u306e\u4e00\u90e8\u306e\u5358\u8a9e\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u96a0\u3057\uff08\u30de\u30b9\u30af\u3057\uff09\u3001\u524d\u5f8c\u306e\u6587\u8108\u304b\u3089\u96a0\u3055\u308c\u305f\u5358\u8a9e\u3092\u4e88\u6e2c\u3055\u305b\u308b\u3053\u3068\u3067\u5b66\u7fd2\u3059\u308b\u624b\u6cd5\u3002\u3053\u306e\u300c\u524d\u5f8c\u4e21\u65b9\u3092\u898b\u3066\u4e88\u6e2c\u3059\u308b\u300d\u3068\u3044\u3046\u8a2d\u8a08\u304c\u3001BERT\u306e\u53cc\u65b9\u5411\u6027\u3092\u5b9f\u73fe\u3059\u308b\u4e2d\u6838\u7684\u306a\u4ed5\u7d44\u307f\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<\/div>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u6b21\u6587\u4e88\u6e2c\uff08NSP\uff09<\/strong>\uff1aBERT\u306e\u3082\u3046\u4e00\u3064\u306e\u4e8b\u524d\u5b66\u7fd2\u30bf\u30b9\u30af\u30022\u3064\u306e\u6587\u7ae0\u3092\u4e0e\u3048\u3001\u305d\u306e2\u6587\u304c\u5b9f\u969b\u306b\u9023\u7d9a\u3059\u308b\u6587\u7ae0\u304b\u3069\u3046\u304b\u3092\u5224\u5b9a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u6587\u7ae0\u9593\u306e\u3064\u306a\u304c\u308a\u3092\u5b66\u7fd2\u3055\u305b\u308b\u624b\u6cd5\u3002\u6587\u66f8\u5168\u4f53\u306e\u8ad6\u7406\u7684\u306a\u69cb\u9020\u3092\u6349\u3048\u308b\u529b\u3092\u990a\u3046\u76ee\u7684\u3067\u5c0e\u5165\u3055\u308c\u305f\u3002<\/p>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e2\u3064\u306e\u4e8b\u524d\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u901a\u3058\u3066\u3001BERT\u306f<strong>\u300c\u6587\u7ae0\u306e\u3069\u3053\u306b\u6ce8\u76ee\u3059\u308c\u3070\u3001\u610f\u5473\u3092\u6b63\u78ba\u306b\u8aad\u307f\u53d6\u308c\u308b\u304b\u300d<\/strong>\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u5b66\u7fd2\u5f8c\u306f\u3001\u3053\u306e\u300c\u6587\u7ae0\u7406\u89e3\u306e\u571f\u53f0\u300d\u306e\u4e0a\u306b\u3001\u5206\u985e\u30fb\u62bd\u51fa\u306a\u3069\u306e\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af\u7528\u306e\u8ffd\u52a0\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u5b9f\u52d9\u306b\u4f7f\u3048\u308b\u30e2\u30c7\u30eb\u3078\u3068\u4ed5\u4e0a\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"g-flow-row\" style=\"margin:24px 0;\">\n  <div class=\"g-flow-item\"><strong>\u4e8b\u524d\u5b66\u7fd2<\/strong><br><span style=\"font-size:12px;\">MLM\u30fbNSP\u3067<br>\u6587\u7ae0\u7406\u89e3\u306e\u571f\u53f0\u3092\u69cb\u7bc9<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><br><span style=\"font-size:12px;\">\u5206\u985e\u30fb\u62bd\u51fa\u7b49\u306e<br>\u5177\u4f53\u30bf\u30b9\u30af\u306b\u9069\u5fdc<\/span><\/div>\n  <div class=\"g-flow-arrow\">&#8594;<\/div>\n  <div class=\"g-flow-item\"><strong>\u5b9f\u52d9\u6295\u5165<\/strong><br><span style=\"font-size:12px;\">\u691c\u7d22\u30fb\u611f\u60c5\u5206\u6790\u7b49\u306e<br>\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u307f<\/span><\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2-1. Base\u7248\u3068Large\u7248\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306b\u306f\u3001\u5c64\u306e\u6570\u304c\u7570\u306a\u308b\u8907\u6570\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002Base\u7248\u306f12\u5c64\u306eEncoder\u30b9\u30bf\u30c3\u30af\u3067\u69cb\u6210\u3055\u308c\u3001\u6bd4\u8f03\u7684\u8efd\u91cf\u3067\u6271\u3044\u3084\u3059\u3044\u8a2d\u8a08\u3067\u3059\u3002Large\u7248\u306f24\u5c64\u3068\u3088\u308a\u6df1\u3044\u69cb\u9020\u3092\u6301\u3061\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u304c\u671f\u5f85\u3067\u304d\u308b\u4e00\u65b9\u3001\u8a08\u7b97\u8cc7\u6e90\u306e\u5fc5\u8981\u91cf\u3082\u5897\u52a0\u3057\u307e\u3059\u3002\u7528\u9014\u306b\u5fdc\u3058\u3066\u3001\u7cbe\u5ea6\u3068\u51e6\u7406\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u898b\u306a\u304c\u3089\u9078\u629e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30d0\u30fc\u30b8\u30e7\u30f3<\/th><th>Encoder\u5c64\u6570<\/th><th>\u7279\u5fb4\u306e\u50be\u5411<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>BERT Base<\/td><td>12\u5c64<\/td><td>\u6bd4\u8f03\u7684\u8efd\u91cf\u3001\u591a\u304f\u306e\u7528\u9014\u3067\u5b9f\u7528\u7684\u306a\u7cbe\u5ea6<\/td><\/tr>\n<tr><td>BERT Large<\/td><td>24\u5c64<\/td><td>\u3088\u308a\u9ad8\u7cbe\u5ea6\u3060\u304c\u3001\u8a08\u7b97\u8cc7\u6e90\u306e\u5fc5\u8981\u91cf\u304c\u5897\u52a0<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<h3 class=\"wp-block-heading\">2-2. \u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u3068\u306e\u95a2\u4fc2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306eEncoder\u30b9\u30bf\u30c3\u30af\u306e\u5185\u90e8\u3067\u306f\u3001Transformer\u306e\u4e2d\u6838\u6280\u8853\u3067\u3042\u308b\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u6587\u7ae0\u4e2d\u306e\u5404\u5358\u8a9e\u304c\u3001\u4ed6\u306e\u3059\u3079\u3066\u306e\u5358\u8a9e\u3068\u306e\u95a2\u9023\u5ea6\u3092\u8a08\u7b97\u3057\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u610f\u5473\u306e\u91cd\u307f\u3065\u3051\u3092\u884c\u3046\u70b9\u306f\u3001GPT\u7cfb\u30e2\u30c7\u30eb\u3068\u3082\u5171\u901a\u3059\u308b\u6280\u8853\u57fa\u76e4\u3067\u3059\u3002BERT\u3068GPT\u306e\u9055\u3044\u306f\u3001\u3053\u306e\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u306e\u4f7f\u3044\u65b9\uff08\u53cc\u65b9\u5411\u304b\u4e00\u65b9\u5411\u304b\uff09\u3068\u3001\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u69cb\u9020\uff08\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u304b\u30c7\u30b3\u30fc\u30c0\u30fc\u304b\uff09\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-03\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">03<\/span>\n  <span class=\"section-label\" style=\"display:block;\">BERT VS GPT<\/span>\n  <span class=\"section-title\" style=\"display:block;\">BERT\u3068GPT\u306e\u9055\u3044<\/span>\n  <span class=\"section-desc\">\u300c\u7406\u89e3\u300d\u306eBERT\u3001\u300c\u751f\u6210\u300d\u306eGPT<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u3068GPT\u3001\u305d\u308c\u305e\u308c\u306e\u9055\u3044\u3092\u6574\u7406\u3059\u308b\u3068\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u9805\u76ee<\/th><th>BERT<\/th><th>GPT<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/td><td>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u307f<\/td><td>\u30c7\u30b3\u30fc\u30c0\u30fc\u306e\u307f<\/td><\/tr>\n<tr><td>\u8aad\u307f\u53d6\u308a\u65b9\u5411<\/td><td>\u53cc\u65b9\u5411\uff08\u524d\u5f8c\u4e21\u65b9\u306e\u6587\u8108\uff09<\/td><td>\u4e00\u65b9\u5411\uff08\u5de6\u304b\u3089\u53f3\u3078\u9806\u306b\u51e6\u7406\uff09<\/td><\/tr>\n<tr><td>\u4e3b\u306a\u76ee\u7684<\/td><td>\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3<\/td><td>\u30c6\u30ad\u30b9\u30c8\u306e\u751f\u6210<\/td><\/tr>\n<tr><td>\u4e8b\u524d\u5b66\u7fd2\u30bf\u30b9\u30af<\/td><td>MLM\uff0bNSP\uff08\u96a0\u3057\u305f\u5358\u8a9e\u306e\u4e88\u6e2c\u7b49\uff09<\/td><td>\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u306e\u4e88\u6e2c<\/td><\/tr>\n<tr><td>\u5f97\u610f\u306a\u30bf\u30b9\u30af<\/td><td>\u5206\u985e\u30fb\u691c\u7d22\u30fb\u62bd\u51fa<\/td><td>\u5bfe\u8a71\u30fb\u6587\u7ae0\u4f5c\u6210<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068\u30c7\u30b3\u30fc\u30c0\u30fc<\/strong>\uff1aTransformer\u306e\u69cb\u6210\u8981\u7d20\u3002\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306f\u5165\u529b\u6587\u7ae0\u306e\u610f\u5473\u3092\u300c\u7406\u89e3\u30fb\u5727\u7e2e\u300d\u3059\u308b\u5f79\u5272\u3001\u30c7\u30b3\u30fc\u30c0\u30fc\u306f\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u65b0\u3057\u3044\u6587\u7ae0\u3092\u300c\u751f\u6210\u300d\u3059\u308b\u5f79\u5272\u3092\u6301\u3064\u3002BERT\u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u307f\u3001GPT\u30fbClaude\u306e\u591a\u304f\u306f\u30c7\u30b3\u30fc\u30c0\u30fc\u306e\u307f\uff08\u307e\u305f\u306f\u30c7\u30b3\u30fc\u30c0\u30fc\u4e2d\u5fc3\uff09\u306e\u69cb\u9020\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u3002<\/p>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u7aef\u7684\u306b\u8a00\u3048\u3070\u3001<strong>\u300cBERT\u306f\u7406\u89e3\u3001GPT\u306f\u751f\u6210\u300d<\/strong>\u3068\u3044\u3046\u69cb\u56f3\u3067\u3059\u3002BERT\u306f\u4e0e\u3048\u3089\u308c\u305f\u6587\u7ae0\u306e\u610f\u5473\u3092\u6b63\u78ba\u306b\u8aad\u307f\u53d6\u308b\u3053\u3068\u306b\u9577\u3051\u3066\u3044\u308b\u4e00\u65b9\u3001\u305d\u3053\u304b\u3089\u65b0\u3057\u3044\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u7528\u9014\u306b\u306f\u8a2d\u8a08\u4e0a\u5411\u3044\u3066\u3044\u307e\u305b\u3093\u3002\u9006\u306bGPT\u7cfb\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6b21\u3005\u3068\u65b0\u3057\u3044\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u9577\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3-1. BERT\u304cGPT\u7cfbLLM\u3088\u308a\u6709\u5229\u306a3\u3064\u306e\u5834\u9762<\/h3>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u5927\u91cf\u30c7\u30fc\u30bf\u306e\u9ad8\u901f\u5206\u985e<\/strong>\uff1a\u4f3c\u305f\u6587\u7ae0\u3092\u5927\u91cf\u306b\u5206\u985e\u3059\u308b\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u3001\u8efd\u91cf\u306aBERT\u7cfb\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u51e6\u7406\u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u3067\u6709\u5229\u306b\u306a\u308a\u3084\u3059\u3044<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u53b3\u5bc6\u306a\u62bd\u51fa\u30bf\u30b9\u30af<\/strong>\uff1a\u6587\u7ae0\u4e2d\u306e\u7279\u5b9a\u306e\u60c5\u5831\uff08\u65e5\u4ed8\u30fb\u56fa\u6709\u540d\u8a5e\u7b49\uff09\u3092\u6b63\u78ba\u306b\u629c\u304d\u51fa\u3059\u30bf\u30b9\u30af\u3067\u5b89\u5b9a\u3057\u305f\u7cbe\u5ea6\u3092\u51fa\u3057\u3084\u3059\u3044<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span><strong>\u691c\u7d22\u306e\u610f\u56f3\u7406\u89e3<\/strong>\uff1a\u77ed\u3044\u691c\u7d22\u30af\u30a8\u30ea\u306e\u610f\u56f3\u3092\u7406\u89e3\u3059\u308b\u30bf\u30b9\u30af\u306b\u3001\u53cc\u65b9\u5411\u6027\u304c\u52b9\u679c\u7684\u306b\u50cd\u304f<\/span><\/div>\n\n<\/div>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300c\u65b0\u3057\u3044AI\u306e\u65b9\u304c\u4f55\u3067\u3082\u512a\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3092\u6301\u305f\u308c\u304c\u3061\u3067\u3059\u304c\u3001BERT\u306e\u3088\u3046\u306a\u7279\u5316\u578b\u30e2\u30c7\u30eb\u304c\u4eca\u3067\u3082\u73fe\u5f79\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u306f\u3001\u76ee\u7684\u306b\u5fdc\u3058\u305f\u8a2d\u8a08\u306e\u9055\u3044\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3-2. \u30b3\u30b9\u30c8\u9762\u3067\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u7cfb\u30e2\u30c7\u30eb\u306f\u3001GPT\u7cfb\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u6bd4\u3079\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u304c\u5c11\u306a\u304f\u8a2d\u8a08\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001<strong>\u540c\u3058\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af\u3092\u5927\u91cf\u306b\u51e6\u7406\u3059\u308b\u5834\u5408\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u6291\u3048\u3089\u308c\u308b<\/strong>\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001GPT\u7cfbLLM\u306f\u6c4e\u7528\u6027\u304c\u9ad8\u304f\u3001\u6587\u7ae0\u751f\u6210\u3092\u542b\u3080\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b1\u3064\u306e\u30e2\u30c7\u30eb\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u67d4\u8edf\u6027\u304c\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u89b3\u70b9<\/th><th>BERT\u7cfb\u30e2\u30c7\u30eb<\/th><th>GPT\u7cfbLLM<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u5f97\u610f\u306a\u30bf\u30b9\u30af\u306e\u5e45<\/td><td>\u7406\u89e3\u30fb\u5206\u985e\u30fb\u62bd\u51fa\u306b\u7279\u5316<\/td><td>\u751f\u6210\u3092\u542b\u3080\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc<\/td><\/tr>\n<tr><td>\u5927\u91cf\u51e6\u7406\u6642\u306e\u30b3\u30b9\u30c8\u52b9\u7387<\/td><td>\u6709\u5229\u306b\u306a\u308a\u3084\u3059\u3044<\/td><td>\u76f8\u5bfe\u7684\u306b\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u3084\u3059\u3044<\/td><\/tr>\n<tr><td>\u5c0e\u5165\u306e\u67d4\u8edf\u6027<\/td><td>\u30bf\u30b9\u30af\u3054\u3068\u306b\u5c02\u7528\u8abf\u6574\u304c\u5fc5\u8981\u306b\u306a\u308a\u3084\u3059\u3044<\/td><td>\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5de5\u592b\u3060\u3051\u3067\u591a\u69d8\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3067\u304d\u308b<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:#fef2f2;border:2px solid #dc2626;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:20px;\">&#9888;&#65039;<\/span>\n    <strong style=\"color:#dc2626;font-size:16px;\">\u300c\u65b0\u3057\u3044\u65b9\u304c\u5e38\u306b\u6709\u5229\u300d\u3067\u306f\u306a\u3044\u5178\u578b\u4f8b<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">BERT\u3068GPT\u7cfbLLM\u306e\u95a2\u4fc2\u306f\u3001\u300c\u65b0\u3057\u3044\u6280\u8853\u304c\u53e4\u3044\u6280\u8853\u3092\u5fc5\u305a\u7f6e\u304d\u63db\u3048\u308b\u300d\u3068\u3044\u3046\u5358\u7d14\u306a\u56f3\u5f0f\u3067\u306f\u306a\u3044\u597d\u4f8b\u3067\u3059\u3002\u76ee\u7684\u306b\u5fdc\u3058\u3066\u6280\u8853\u3092\u9078\u3076\u3068\u3044\u3046\u8996\u70b9\u3092\u6301\u3064\u3053\u3068\u304c\u3001\u7121\u99c4\u306e\u306a\u3044AI\u6d3b\u7528\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-04\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">04<\/span>\n  <span class=\"section-label\" style=\"display:block;\">USE CASES<\/span>\n  <span class=\"section-title\" style=\"display:block;\">BERT\u306e\u6d3b\u7528\u4e8b\u4f8b<\/span>\n  <span class=\"section-desc\">\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u304b\u3089\u533b\u7642\u6587\u66f8\u51e6\u7406\u307e\u3067<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306e\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u5206\u91ce<\/th><th>\u6d3b\u7528\u30d1\u30bf\u30fc\u30f3<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u691c\u7d22\u30a8\u30f3\u30b8\u30f3<\/td><td>\u691c\u7d22\u30af\u30a8\u30ea\u306e\u610f\u56f3\u7406\u89e3\u3001\u3088\u308a\u7684\u78ba\u306a\u691c\u7d22\u7d50\u679c\u306e\u8868\u793a<\/td><\/tr>\n<tr><td>\u611f\u60c5\u5206\u6790<\/td><td>\u88fd\u54c1\u30ec\u30d3\u30e5\u30fc\u30fbSNS\u6295\u7a3f\u306e\u30dd\u30b8\u30c6\u30a3\u30d6\/\u30cd\u30ac\u30c6\u30a3\u30d6\u5206\u985e<\/td><\/tr>\n<tr><td>\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09<\/td><td>\u6587\u7ae0\u4e2d\u304b\u3089\u4eba\u540d\u30fb\u7d44\u7e54\u540d\u30fb\u65e5\u4ed8\u7b49\u3092\u81ea\u52d5\u62bd\u51fa<\/td><\/tr>\n<tr><td>\u8cea\u554f\u5fdc\u7b54<\/td><td>\u6587\u66f8\u306e\u4e2d\u304b\u3089\u8cea\u554f\u306b\u5bfe\u5fdc\u3059\u308b\u7b87\u6240\u3092\u7279\u5b9a\u3057\u3066\u56de\u7b54<\/td><\/tr>\n<tr><td>\u6587\u66f8\u5206\u985e<\/td><td>\u5951\u7d04\u66f8\u306e\u6761\u9805\u5206\u985e\u3001\u30ab\u30eb\u30c6\u304b\u3089\u306e\u8a3a\u65ad\u540d\u30fb\u85ac\u5264\u540d\u62bd\u51fa<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09<\/strong>\uff1a\u6587\u7ae0\u306e\u4e2d\u304b\u3089\u3001\u4eba\u540d\u30fb\u7d44\u7e54\u540d\u30fb\u5730\u540d\u30fb\u65e5\u4ed8\u30fb\u91d1\u984d\u3068\u3044\u3063\u305f\u300c\u56fa\u6709\u306e\u610f\u5473\u3092\u6301\u3064\u8868\u73fe\u300d\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u30fb\u5206\u985e\u3059\u308b\u6280\u8853\u3002\u5951\u7d04\u66f8\u3084\u533b\u7642\u8a18\u9332\u306a\u3069\u3001\u5b9a\u578b\u7684\u306a\u60c5\u5831\u62bd\u51fa\u304c\u5fc5\u8981\u306a\u6587\u66f8\u51e6\u7406\u3067\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<\/div>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u81ea\u793e\u696d\u52d9\u3068\u306e\u63a5\u70b9\u3092\u63a2\u3059<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u300c\u5927\u91cf\u306e\u6587\u66f8\u304b\u3089\u7279\u5b9a\u306e\u60c5\u5831\u3092\u629c\u304d\u51fa\u3057\u305f\u3044\u300d\u300c\u9867\u5ba2\u306e\u58f0\u3092\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u306b\u5206\u985e\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u696d\u52d9\u304c\u3042\u308c\u3070\u3001\u305d\u308c\u306fBERT\u7684\u306a\u6280\u8853\u304c\u5f97\u610f\u3068\u3059\u308b\u9818\u57df\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4-1. Google\u691c\u7d22\u3067\u306e\u5177\u4f53\u7684\u306a\u5f79\u5272<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Google\u691c\u7d22\u306b\u304a\u3044\u3066\u3001BERT\u306f<strong>\u691c\u7d22\u30af\u30a8\u30ea\uff08\u691c\u7d22\u30ad\u30fc\u30ef\u30fc\u30c9\uff09\u306b\u542b\u307e\u308c\u308b\u524d\u7f6e\u8a5e\u30fb\u52a9\u8a5e\u3068\u3044\u3063\u305f\u3001\u3053\u308c\u307e\u3067\u898b\u843d\u3068\u3055\u308c\u304c\u3061\u3060\u3063\u305f\u7d30\u304b\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u7406\u89e3\u3059\u308b<\/strong>\u305f\u3081\u306b\u6d3b\u7528\u3055\u308c\u3066\u304d\u305f\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u300c\u301c\u306e\u305f\u3081\u306e\u300d\u300c\u301c\u306a\u3057\u3067\u300d\u3068\u3044\u3063\u305f\u8a00\u3044\u56de\u3057\u306e\u9055\u3044\u304c\u691c\u7d22\u610f\u56f3\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u53cc\u65b9\u5411\u6027\u306b\u3088\u308b\u6587\u8108\u7406\u89e3\u304c\u3001\u3088\u308a\u7684\u78ba\u306a\u691c\u7d22\u7d50\u679c\u306e\u8868\u793a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4-2. \u611f\u60c5\u5206\u6790\u306e\u5b9f\u52d9\u3067\u306e\u4f7f\u308f\u308c\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u611f\u60c5\u5206\u6790\uff08\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff09\u306f\u3001\u5927\u91cf\u306e\u30ec\u30d3\u30e5\u30fc\u30fbSNS\u6295\u7a3f\u30fb\u30a2\u30f3\u30b1\u30fc\u30c8\u56de\u7b54\u3092\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u30fb\u4e2d\u7acb\u3068\u3044\u3063\u305f\u30ab\u30c6\u30b4\u30ea\u306b\u81ea\u52d5\u5206\u985e\u3059\u308b\u7528\u9014\u3067\u3059\u3002\u4eba\u624b\u30671\u4ef6\u305a\u3064\u78ba\u8a8d\u3059\u308b\u306b\u306f\u81a8\u5927\u306a\u6642\u9593\u304c\u304b\u304b\u308b\u4f5c\u696d\u3067\u3059\u304c\u3001BERT\u7cfb\u30e2\u30c7\u30eb\u3092\u4f7f\u3048\u3070\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u9ad8\u901f\u304b\u3064\u4e00\u5b9a\u306e\u57fa\u6e96\u3067\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u611f\u60c5\u5206\u6790\uff08\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff09<\/strong>\uff1a\u6587\u7ae0\u306b\u542b\u307e\u308c\u308b\u611f\u60c5\u30fb\u8a55\u4fa1\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u30fb\u4e2d\u7acb\u7b49\uff09\u3092\u81ea\u52d5\u7684\u306b\u5224\u5b9a\u3059\u308b\u6280\u8853\u3002\u88fd\u54c1\u30ec\u30d3\u30e5\u30fc\u306e\u50be\u5411\u628a\u63e1\u3001SNS\u3067\u306e\u30d6\u30e9\u30f3\u30c9\u30a4\u30e1\u30fc\u30b8\u5206\u6790\u3001\u9867\u5ba2\u30a2\u30f3\u30b1\u30fc\u30c8\u306e\u4e00\u6b21\u96c6\u8a08\u306a\u3069\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u308b\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-05\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">05<\/span>\n  <span class=\"section-label\" style=\"display:block;\">DERIVATIVE MODELS<\/span>\n  <span class=\"section-title\" style=\"display:block;\">BERT\u306e\u6d3e\u751f\u30e2\u30c7\u30eb<\/span>\n  <span class=\"section-desc\">RoBERTa\u30fbDistilBERT\u30fbALBERT\u30fb\u65e5\u672c\u8a9eBERT<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306e\u767b\u5834\u5f8c\u3001\u69d8\u3005\u306a\u6539\u826f\u7248\u30fb\u6d3e\u751f\u30e2\u30c7\u30eb\u304c\u958b\u767a\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30e2\u30c7\u30eb<\/th><th>\u958b\u767a\u5143<\/th><th>\u7279\u5fb4\u3068\u3055\u308c\u308b\u50be\u5411<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>RoBERTa<\/td><td>Meta<\/td><td>\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30fb\u9577\u3044\u5b66\u7fd2\u3067BERT\u306e\u5b66\u7fd2\u624b\u6cd5\u3092\u6539\u826f<\/td><\/tr>\n<tr><td>DistilBERT<\/td><td>Hugging Face<\/td><td>\u77e5\u8b58\u84b8\u7559\u306b\u3088\u308a\u8efd\u91cf\u5316\u3057\u3064\u3064\u6027\u80fd\u3092\u7dad\u6301<\/td><\/tr>\n<tr><td>ALBERT<\/td><td>Google<\/td><td>\u30d1\u30e9\u30e1\u30fc\u30bf\u5171\u6709\u306b\u3088\u308a\u5927\u5e45\u306a\u8efd\u91cf\u5316\u3092\u5b9f\u73fe<\/td><\/tr>\n<tr><td>DeBERTa<\/td><td>Microsoft<\/td><td>\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u6539\u826f\u306b\u3088\u308a\u7cbe\u5ea6\u5411\u4e0a<\/td><\/tr>\n<tr><td>BERT Japanese<\/td><td>\u6771\u5317\u5927\u5b66\u7b49<\/td><td>\u65e5\u672c\u8a9e\u306b\u7279\u5316\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3067\u69cb\u7bc9<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div class=\"point-box\">\n  <div class=\"point-title\">RoBERTa\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u3078<\/div>\n  <p>RoBERTa\u3068BERT\u306e\u6280\u8853\u7684\u306a\u9055\u3044\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u8a18\u4e8b\u300cRoBERTa\u3068\u306f\uff1fBERT\u3068\u306e\u9055\u3044\u300d\u3067\u3055\u3089\u306b\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u77e5\u8b58\u84b8\u7559\uff08Distillation\uff09<\/strong>\uff1a\u5927\u304d\u304f\u9ad8\u7cbe\u5ea6\u306a\u30e2\u30c7\u30eb\uff08\u6559\u5e2b\u30e2\u30c7\u30eb\uff09\u306e\u51fa\u529b\u3092\u3001\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\uff08\u751f\u5f92\u30e2\u30c7\u30eb\uff09\u306b\u6a21\u5023\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u6027\u80fd\u3092\u4fdd\u3061\u306a\u304c\u3089\u8efd\u91cf\u5316\u3059\u308b\u624b\u6cd5\u3002DistilBERT\u306f\u3053\u306e\u624b\u6cd5\u306b\u3088\u308a\u3001BERT\u306b\u8fd1\u3044\u6027\u80fd\u3092\u3088\u308a\u5c11\u306a\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3067\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">5-1. \u306a\u305c\u3053\u308c\u307b\u3069\u591a\u304f\u306e\u6d3e\u751f\u30e2\u30c7\u30eb\u304c\u751f\u307e\u308c\u305f\u306e\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u304c\u30aa\u30fc\u30d7\u30f3\u306a\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u5e83\u304f\u516c\u958b\u3055\u308c\u305f\u3053\u3068\u3067\u3001\u4e16\u754c\u4e2d\u306e\u7814\u7a76\u6a5f\u95a2\u30fb\u4f01\u696d\u304c\u300cBERT\u306e\u5f31\u70b9\u3092\u6539\u826f\u3059\u308b\u300d\u8a66\u307f\u3092\u91cd\u306d\u3066\u304d\u307e\u3057\u305f\u3002\u5b66\u7fd2\u65b9\u6cd5\u3092\u898b\u76f4\u3057\u305fRoBERTa\u3001\u8efd\u91cf\u5316\u3092\u8ffd\u6c42\u3057\u305fDistilBERT\u30fbALBERT\u3001\u4f4d\u7f6e\u60c5\u5831\u306e\u6271\u3044\u3092\u6539\u826f\u3057\u305fDeBERTa\u306a\u3069\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u8ab2\u984c\u610f\u8b58\u304b\u3089\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e<strong>\u300c\u516c\u958b\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u571f\u53f0\u306b\u3001\u4e16\u754c\u4e2d\u3067\u6539\u826f\u304c\u91cd\u306d\u3089\u308c\u308b\u300d<\/strong>\u3068\u3044\u3046\u958b\u767a\u30b9\u30bf\u30a4\u30eb\u306f\u3001\u305d\u306e\u5f8c\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9AI\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u767a\u5c55\u30d1\u30bf\u30fc\u30f3\u306b\u3082\u53d7\u3051\u7d99\u304c\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5-2. \u65e5\u672c\u8a9eBERT\u306e\u91cd\u8981\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u82f1\u8a9e\u3067\u5b66\u7fd2\u3055\u308c\u305fBERT\u3092\u65e5\u672c\u8a9e\u306b\u305d\u306e\u307e\u307e\u9069\u7528\u3057\u3066\u3082\u3001\u671f\u5f85\u3057\u305f\u7cbe\u5ea6\u306f\u5f97\u3089\u308c\u307e\u305b\u3093\u3002\u65e5\u672c\u8a9e\u306f\u82f1\u8a9e\u3068\u7570\u306a\u308a\u3001\u5358\u8a9e\u306e\u533a\u5207\u308a\u304c\u660e\u78ba\u3067\u306a\u3044\uff08\u5206\u304b\u3061\u66f8\u304d\u3055\u308c\u3066\u3044\u306a\u3044\uff09\u3068\u3044\u3046\u7279\u6027\u304c\u3042\u308b\u305f\u3081\u3001<strong>\u65e5\u672c\u8a9e\u5c02\u7528\u306e\u524d\u51e6\u7406\u30fb\u5b66\u7fd2\u30c7\u30fc\u30bf\u3067\u69cb\u7bc9\u3055\u308c\u305f\u300cBERT Japanese\u300d\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb<\/strong>\u304c\u3001\u56fd\u5185\u3067\u306e\u5b9f\u52d9\u6d3b\u7528\u306b\u306f\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f8f9fa;border-left:4px solid #6b7280;border-radius:0 8px 8px 0;padding:16px 20px;margin:20px 0;\">\n  <p style=\"margin:0 0 4px;font-size:13px;font-weight:700;color:#6b7280;letter-spacing:1px;\">&#128218; \u7528\u8a9e\u89e3\u8aac<\/p>\n  <p style=\"margin:0;font-size:15px;line-height:1.7;\"><strong>\u5f62\u614b\u7d20\u89e3\u6790<\/strong>\uff1a\u65e5\u672c\u8a9e\u306e\u3088\u3046\u306b\u5358\u8a9e\u306e\u533a\u5207\u308a\u304c\u660e\u78ba\u3067\u306a\u3044\u8a00\u8a9e\u306e\u6587\u7ae0\u3092\u3001\u610f\u5473\u3092\u6301\u3064\u6700\u5c0f\u5358\u4f4d\uff08\u5f62\u614b\u7d20\uff09\u306b\u5206\u5272\u3059\u308b\u51e6\u7406\u3002\u65e5\u672c\u8a9e\u306eBERT\u7cfb\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u306f\u3001\u3053\u306e\u5f62\u614b\u7d20\u89e3\u6790\u3092\u524d\u51e6\u7406\u3068\u3057\u3066\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3001\u82f1\u8a9e\u30e2\u30c7\u30eb\u3092\u305d\u306e\u307e\u307e\u6d41\u7528\u3067\u304d\u306a\u3044\u7406\u7531\u306e\u4e00\u3064\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-06\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">06<\/span>\n  <span class=\"section-label\" style=\"display:block;\">ALREADY BENEFITING<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u3010\u72ec\u81ea\u3011\u3042\u306a\u305f\u306f\u65e2\u306bBERT\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u308b<\/span>\n  <span class=\"section-desc\">\u610f\u8b58\u305b\u305a\u306b\u4f7f\u3063\u3066\u3044\u308b\u300c\u7e01\u306e\u4e0b\u306e\u529b\u6301\u3061\u300d<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306e\u6700\u3082\u8208\u5473\u6df1\u3044\u70b9\u306f\u3001<strong>\u591a\u304f\u306e\u30d3\u30b8\u30cd\u30b9\u30d1\u30fc\u30bd\u30f3\u304c\u3001\u305d\u306e\u540d\u524d\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u306a\u304f\u65e5\u5e38\u7684\u306b\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u308b<\/strong>\u3053\u3068\u3067\u3059\u3002Google\u691c\u7d22\u3067\u8907\u96d1\u306a\u8a00\u3044\u56de\u3057\u306e\u8cea\u554f\u3092\u3057\u3066\u3082\u7684\u78ba\u306a\u7d50\u679c\u304c\u8fd4\u3063\u3066\u304f\u308b\u80cc\u666f\u306b\u306f\u3001\u3053\u3046\u3057\u305f\u8a00\u8a9e\u7406\u89e3\u30e2\u30c7\u30eb\u306e\u5b58\u5728\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u69d8\u306b\u3001EC\u30b5\u30a4\u30c8\u306e\u30ec\u30d3\u30e5\u30fc\u5206\u6790\u3001\u793e\u5185\u306e\u554f\u3044\u5408\u308f\u305b\u30e1\u30fc\u30eb\u306e\u81ea\u52d5\u632f\u308a\u5206\u3051\u306a\u3069\u3001<strong>\u300c\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u88cf\u5074\u3067\u81ea\u52d5\u5206\u985e\u3057\u3066\u3044\u308b\u4ed5\u7d44\u307f\u300d\u306e\u591a\u304f\u306b\u3001BERT\u7cfb\u306e\u6280\u8853\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b<\/strong>\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ffb\u8a33\u30c4\u30fc\u30eb\u3001\u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u30d5\u30a3\u30eb\u30bf\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u4e00\u6b21\u632f\u308a\u5206\u3051\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u79c1\u305f\u3061\u304c\u65e5\u5e38\u7684\u306b\u5229\u7528\u3057\u3066\u3044\u308b\u30b5\u30fc\u30d3\u30b9\u306e\u591a\u304f\u306b\u3082\u3001BERT\u307e\u305f\u306f\u305d\u306e\u6d3e\u751f\u30e2\u30c7\u30eb\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<strong>\u6280\u8853\u306e\u540d\u524d\u3092\u77e5\u3089\u306a\u304f\u3066\u3082\u3001\u305d\u306e\u6069\u6075\u306f\u65e2\u306b\u65e5\u3005\u306e\u696d\u52d9\u306b\u6eb6\u3051\u8fbc\u3093\u3067\u3044\u308b<\/strong>\u3068\u3044\u3046\u4e8b\u5b9f\u3092\u77e5\u3063\u3066\u304a\u304f\u3053\u3068\u306f\u3001AI\u6d3b\u7528\u306e\u5168\u4f53\u50cf\u3092\u6349\u3048\u308b\u4e0a\u3067\u6709\u76ca\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300c\u3046\u3061\u306fAI\u3092\u4f7f\u3063\u3066\u3044\u306a\u3044\u300d\u3068\u601d\u3063\u3066\u3044\u308b\u4f01\u696d\u3067\u3082\u3001\u5b9f\u306f\u5229\u7528\u3057\u3066\u3044\u308bSaaS\u30b5\u30fc\u30d3\u30b9\u306e\u88cf\u5074\u3067BERT\u7cfb\u306e\u6280\u8853\u304c\u52d5\u3044\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u30b1\u30fc\u30b9\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">6-1. \u300c\u4f5c\u3089\u305a\u306b\u4f7f\u3046\u300d\u3068\u3044\u3046\u9078\u629e\u80a2\u304c\u3059\u3067\u306b\u4e00\u822c\u7684\u3060\u3063\u305f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u306f\u3001\u591a\u304f\u306e\u4f01\u696d\u306f\u65e2\u306bBERT\u3092\u300c\u4f5c\u3089\u305a\u306b\u4f7f\u3046\u300d\u3068\u3044\u3046\u5f62\u3067\u305d\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u304d\u307e\u3057\u305f\u3002\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3001\u7ffb\u8a33\u30c4\u30fc\u30eb\u3001SaaS\u578b\u306e\u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001<strong>BERT\u7cfb\u306e\u6280\u8853\u3092\u88cf\u5074\u306b\u7d44\u307f\u8fbc\u3093\u3060\u65e2\u88fd\u30b5\u30fc\u30d3\u30b9\u3092\u5951\u7d04\u3059\u308b\u3060\u3051\u3067\u3001\u5c02\u9580\u77e5\u8b58\u306a\u3057\u306b\u305d\u306e\u6069\u6075\u3092\u5f97\u3089\u308c\u308b<\/strong>\u3068\u3044\u3046\u69cb\u56f3\u306f\u3001\u73fe\u5728\u306eLLM\u6d3b\u7528\u3068\u3082\u307e\u3063\u305f\u304f\u540c\u3058\u767a\u60f3\u3067\u3059\u3002\u751f\u6210AI\u304c\u767b\u5834\u3059\u308b\u306f\u308b\u304b\u4ee5\u524d\u304b\u3089\u3001\u300cAI\u3092\u4f5c\u3089\u305a\u306b\u4f7f\u3046\u300d\u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u306f\u5b9f\u306f\u65e2\u306b\u5b9a\u7740\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u3053\u306e\u8a18\u4e8b\u306e\u4e00\u756a\u5927\u5207\u306a\u6c17\u3065\u304d<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u300cAI\u3092\u4f7f\u3044\u3053\u306a\u3059\u300d\u305f\u3081\u306b\u3001\u5fc5\u305a\u3057\u3082AI\u306e\u4ed5\u7d44\u307f\u3092\u6df1\u304f\u7406\u89e3\u3057\u3066\u3044\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002BERT\u306e\u6642\u4ee3\u304b\u3089\u305a\u3063\u3068\u3001\u591a\u304f\u306e\u4f01\u696d\u306f\u300c\u4f5c\u3089\u305a\u306b\u4f7f\u3046\u300d\u5f62\u3067AI\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u304d\u305f\u306e\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-07\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">07<\/span>\n  <span class=\"section-label\" style=\"display:block;\">BUILD VS USE<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u3010\u72ec\u81ea\u3011\u81ea\u793e\u5c02\u7528\u306eBERT\u3092\u69cb\u7bc9\u3059\u3079\u304d\u304b\u3001\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u5341\u5206\u304b<\/span>\n  <span class=\"section-desc\">\u5927\u91cf\u30fb\u5b9a\u578b\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u304b\u3001\u90fd\u5ea6\u306e\u5bfe\u8a71\u7684\u306a\u51e6\u7406\u304b<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u793e\u3067BERT\u7cfb\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u30fb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u306f\u3001<strong>\u51e6\u7406\u306e\u300c\u91cf\u300d\u3068\u300c\u6027\u8cea\u300d<\/strong>\u3067\u5224\u65ad\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u30b1\u30fc\u30b9<\/th><th>\u63a8\u5968\u30a2\u30d7\u30ed\u30fc\u30c1<\/th><th>\u7406\u7531<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u6708\u306b\u6570\u5343\u301c\u6570\u4e07\u4ef6\u898f\u6a21\u306e\u5b9a\u578b\u5206\u985e\uff08\u4f8b: \u5168\u554f\u3044\u5408\u308f\u305b\u306e\u81ea\u52d5\u4ed5\u5206\u3051\uff09<\/td><td>\u5c02\u7528\u306eBERT\u7cfb\u30e2\u30c7\u30eb\u69cb\u7bc9\u3092\u691c\u8a0e<\/td><td>\u5927\u91cf\u51e6\u7406\u3067\u306e\u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u52b9\u7387\u304c\u512a\u308c\u308b<\/td><\/tr>\n<tr><td>\u90fd\u5ea6\u3001\u5185\u5bb9\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u5206\u985e\u30fb\u62bd\u51fa\u3057\u305f\u3044<\/td><td>Claude Code\u7b49\u306e\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/td><td>\u5c02\u9580\u77e5\u8b58\u306a\u3057\u3067\u5373\u5ea7\u306b\u5bfe\u5fdc\u3067\u304d\u3001\u67d4\u8edf\u6027\u304c\u9ad8\u3044<\/td><\/tr>\n<tr><td>\u5206\u985e\u57fa\u6e96\u304c\u983b\u7e41\u306b\u5909\u308f\u308b<\/td><td>Claude Code\u7b49\u306e\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/td><td>\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u306a\u3057\u306b\u3001\u6307\u793a\u306e\u5909\u66f4\u3060\u3051\u3067\u5bfe\u5fdc\u3067\u304d\u308b<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<div style=\"background:linear-gradient(135deg,#1a1a1a,#2a1015);border-radius:12px;padding:20px 24px;margin:24px 0;display:flex;align-items:center;gap:16px;color:#fff;\">\n  <span style=\"font-size:36px;\">&#127942;<\/span>\n  <div>\n    <div style=\"font-size:13px;color:#dc2626;font-weight:700;letter-spacing:1px;\">VERDICT<\/div>\n    <div style=\"font-size:18px;font-weight:800;\">Claude Code \u306b\u8ecd\u914d<\/div>\n    <div style=\"font-size:14px;color:rgba(255,255,255,0.7);margin-top:4px;\">\u5c02\u9580\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u3044\u306a\u3044\u3001\u304b\u3064\u51e6\u7406\u91cf\u304c\u81a8\u5927\u3067\u306a\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u3001BERT\u3092\u81ea\u524d\u3067\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u3088\u308a\u3001Claude Code\u306b\u300c\u3053\u306e\u6587\u7ae0\u3092\u5206\u985e\u3057\u3066\u300d\u300c\u3053\u306e\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u300d\u3068\u4f9d\u983c\u3059\u308b\u65b9\u304c\u3001\u5727\u5012\u7684\u306b\u4f4e\u3044\u30cf\u30fc\u30c9\u30eb\u3067\u540c\u69d8\u306e\u52b9\u679c\u3092\u5f97\u3089\u308c\u308b\u3002<\/div>\n  <\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7-1. \u300c\u5c02\u7528\u30e2\u30c7\u30eb\u69cb\u7bc9\u300d\u306e\u30cf\u30fc\u30c9\u30eb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u7cfb\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u5c02\u7528\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306b\u306f\u3001<strong>\u5b66\u7fd2\u7528\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3001\u7a3c\u50cd\u74b0\u5883\u306e\u69cb\u7bc9\u30fb\u4fdd\u5b88<\/strong>\u3068\u3044\u3046\u4e00\u9023\u306e\u5c02\u9580\u7684\u306a\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u6295\u8cc7\u304c\u898b\u5408\u3046\u306e\u306f\u3001\u51e6\u7406\u91cf\u304c\u975e\u5e38\u306b\u5927\u304d\u304f\u3001\u304b\u3064\u9577\u671f\u9593\u540c\u3058\u5206\u985e\u57fa\u6e96\u3067\u904b\u7528\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u898b\u8fbc\u3081\u308b\u5834\u5408\u306b\u9650\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#f0fdf4;border:1px solid #22c55e;border-radius:8px;padding:20px 24px;margin:24px 0;\">\n  <div style=\"display:flex;align-items:center;gap:8px;margin-bottom:12px;\">\n    <span style=\"font-size:18px;\">&#128161;<\/span>\n    <strong style=\"color:#16a34a;font-size:15px;\">\u307e\u305a\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u8a66\u3059<\/strong>\n  <\/div>\n  <p style=\"margin:0;font-size:15px;line-height:1.8;color:#333;\">\u300c\u3053\u306e\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af\u306f\u3001\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u4fa1\u5024\u304c\u3042\u308b\u304b\u300d\u3092\u5224\u65ad\u3059\u308b\u524d\u306b\u3001\u307e\u305aClaude Code\u306e\u3088\u3046\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bAI\u3067\u540c\u3058\u30bf\u30b9\u30af\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002\u51e6\u7406\u91cf\u30fb\u983b\u5ea6\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u6bb5\u968e\u3067\u3001\u5c02\u7528\u30e2\u30c7\u30eb\u69cb\u7bc9\u306e\u662f\u975e\u3092\u691c\u8a0e\u3059\u308c\u3070\u5341\u5206\u3067\u3059\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">7-2. \u5224\u65ad\u57fa\u6e96\u3092\u6570\u5b57\u3067\u6301\u3063\u3066\u304a\u304f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u51e6\u7406\u91cf\u304c\u591a\u3044\u300d\u306e\u57fa\u6e96\u306f\u696d\u7a2e\u30fb\u696d\u52d9\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u76ee\u5b89\u3068\u3057\u3066<strong>\u300c\u6708\u9593\u6570\u5343\u4ef6\u3092\u8d85\u3048\u308b\u5b9a\u578b\u7684\u306a\u5206\u985e\u30fb\u62bd\u51fa\u4f5c\u696d\u304c\u3001\u4eca\u5f8c\u534a\u5e74\u4ee5\u4e0a\u7d99\u7d9a\u3059\u308b\u898b\u8fbc\u307f\u304c\u3042\u308b\u304b\u300d<\/strong>\u3092\u4e00\u3064\u306e\u5224\u65ad\u30e9\u30a4\u30f3\u3068\u3057\u3066\u6301\u3063\u3066\u304a\u304f\u3068\u3001\u5c02\u7528\u30e2\u30c7\u30eb\u69cb\u7bc9\u306e\u6295\u8cc7\u5224\u65ad\u304c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u57fa\u6e96\u3092\u4e0b\u56de\u308b\u306a\u3089\u3001\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u306e\u90fd\u5ea6\u5bfe\u5fdc\u306e\u65b9\u304c\u3001\u30c8\u30fc\u30bf\u30eb\u30b3\u30b9\u30c8\u3067\u6709\u5229\u306b\u306a\u308b\u30b1\u30fc\u30b9\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002<\/p>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-08\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">08<\/span>\n  <span class=\"section-label\" style=\"display:block;\">GENAI CASE STUDY<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u3010\u72ec\u81ea\u30c7\u30fc\u30bf\u3011GENAI\u793e\u5185\u3067\u306e\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af\u306e\u6271\u3044\u65b9<\/span>\n  <span class=\"section-desc\">\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u6301\u305f\u305a\u3001\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u5bfe\u5fdc<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\uff08\u682a\u5f0f\u4f1a\u793eGENAI\uff09\u3067\u306f\u3001Claude Max 20x\u30d7\u30e9\u30f3\uff08\u6708\u984d$200\u30fb\u7d0430,000\u5186\uff09\u3092\u5168\u793e\u5951\u7d04\u3057\u3001BERT\u7cfb\u306e\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af\u3092Claude Code\u306b\u4efb\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<table>\n<thead><tr><th>\u696d\u52d9\u9818\u57df<\/th><th>BERT\u7684\u306a\u30bf\u30b9\u30af\u306e\u5185\u5bb9<\/th><th>\u5bfe\u5fdc\u65b9\u6cd5<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u7d4c\u7406<\/td><td>\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u304b\u3089\u306e\u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u652f\u6255\u5148\u306e\u62bd\u51fa<\/td><td>Claude Code\u306b\u90fd\u5ea6\u4f9d\u983c<\/td><\/tr>\n<tr><td>\u9867\u5ba2\u5bfe\u5fdc<\/td><td>\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u306e\u7dca\u6025\u5ea6\u30fb\u30ab\u30c6\u30b4\u30ea\u5206\u985e<\/td><td>Claude Code\u306b\u90fd\u5ea6\u4f9d\u983c<\/td><\/tr>\n<tr><td>\u5e83\u544a\u904b\u7528<\/td><td>\u5e83\u544a\u6587\u8a00\u306e\u30dd\u30b8\u30c6\u30a3\u30d6\/\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u30c8\u30fc\u30f3\u78ba\u8a8d<\/td><td>Claude Code\u306b\u90fd\u5ea6\u4f9d\u983c<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\u306e\u51e6\u7406\u91cf\u3067\u306f\u3001\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u307b\u3069\u306e\u5927\u91cf\u30d0\u30c3\u30c1\u51e6\u7406\u306f\u767a\u751f\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001<strong>\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u90fd\u5ea6\u4f9d\u983c\u3067\u5341\u5206\u306b\u696d\u52d9\u304c\u56de\u3063\u3066\u3044\u307e\u3059\u3002<\/strong>\u4eca\u5f8c\u3001\u51e6\u7406\u91cf\u304c\u5927\u5e45\u306b\u5897\u3048\u305f\u5834\u5408\u306f\u3001\u5c02\u7528\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3092\u6539\u3081\u3066\u691c\u8a0e\u3059\u308b\u53ef\u80fd\u6027\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u73fe\u6642\u70b9\u3067\u306f\u305d\u306e\u5fc5\u8981\u6027\u3092\u611f\u3058\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u7d4c\u7406\u306e\u8acb\u6c42\u66f8\u51e6\u7406\u3067\u306f\u3001\u4ee5\u524d\u306f\u62c5\u5f53\u8005\u304c1\u4ef6\u305a\u3064\u76ee\u8996\u3067\u91d1\u984d\u30fb\u65e5\u4ed8\u3092\u8ee2\u8a18\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001Claude Code\u306b\u753b\u50cf\u3092\u6e21\u3057\u3066\u62bd\u51fa\u3092\u4f9d\u983c\u3059\u308b\u3060\u3051\u3067\u3001\u3053\u306e\u4f5c\u696d\u304c\u307b\u307c\u81ea\u52d5\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002BERT\u7cfb\u306e\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u305b\u305a\u3068\u3082\u3001<strong>\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u67d4\u8edf\u6027\u3060\u3051\u3067\u5341\u5206\u306a\u52b9\u679c<\/strong>\u304c\u5f97\u3089\u308c\u3066\u3044\u308b\u5b9f\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300c\u5c02\u7528\u306eAI\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u300d\u3068\u3044\u3046\u9078\u629e\u80a2\u304c\u3042\u308b\u3053\u3068\u3092\u77e5\u3063\u305f\u4e0a\u3067\u3001\u3042\u3048\u3066\u300c\u4eca\u306f\u5fc5\u8981\u306a\u3044\u300d\u3068\u5224\u65ad\u3067\u304d\u308b\u3053\u3068\u3082\u3001\u6280\u8853\u9078\u5b9a\u306e\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u3067\u3059\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">8-1. \u5224\u65ad\u3092\u5148\u9001\u308a\u306b\u3057\u306a\u3044\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f0a\u793e\u3067\u306f\u3001\u534a\u5e74\u306b\u4e00\u5ea6\u3001\u5404\u696d\u52d9\u9818\u57df\u306e\u51e6\u7406\u91cf\u3092\u632f\u308a\u8fd4\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u8a2d\u3051\u3066\u304a\u308a\u3001\u305d\u306e\u969b\u306b<strong>\u300c\u5c02\u7528\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u304c\u6295\u8cc7\u3068\u3057\u3066\u898b\u5408\u3046\u696d\u52d9\u304c\u65b0\u305f\u306b\u767a\u751f\u3057\u3066\u3044\u306a\u3044\u304b\u300d<\/strong>\u3092\u78ba\u8a8d\u3059\u308b\u904b\u7528\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u6280\u8853\u9078\u5b9a\u306f\u4e00\u5ea6\u6c7a\u3081\u305f\u3089\u7d42\u308f\u308a\u3067\u306f\u306a\u304f\u3001\u4e8b\u696d\u306e\u6210\u9577\u306b\u5408\u308f\u305b\u3066\u5b9a\u671f\u7684\u306b\u898b\u76f4\u3059\u3079\u304d\u7d4c\u55b6\u5224\u65ad\u3060\u3068\u6349\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div style=\"margin:48px 0 8px;display:flex;gap:12px;justify-content:center;flex-wrap:wrap;\"><a href=\"https:\/\/aikanri.genai-ai.co.jp\/seminar2-blog\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_content=cc-bert-guide&#038;blog_slug=cc-bert-guide&#038;seg=default\" target=\"_blank\" rel=\"noopener\" aria-label=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff08\u7121\u6599\u30fb1on1\u30fb60\u5206\uff09\u306e\u4e88\u7d04\u753b\u9762\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_seminar_claude_code_2026.jpg\" alt=\"Claude Code \u5b8c\u5168\u89e3\u8aac\u30bb\u30df\u30ca\u30fc\uff5c\u7d4c\u55b6\u8005\u30fb\u4f1a\u793e\u5f79\u54e1\u5c02\u7528 1on1 60\u5206 \u7121\u6599\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&#038;utm_medium=h2banner&#038;utm_campaign=cc-bert-guide&#038;utm_content=h2-banner-kanri\" target=\"_blank\" rel=\"noopener\" aria-label=\"AI\u9b3c\u7ba1\u7406 \u516c\u5f0f\u30b5\u30a4\u30c8\u3078\" style=\"flex:1 1 280px;max-width:360px;text-decoration:none;\"><img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/05\/cta_blog_1to1.jpg\" alt=\"Claude Code\u3092\u7d4c\u55b6\u306b\u6d3b\u304b\u3057\u305f\u3044\u65b9\u3078 \u2014 AI\u9b3c\u7ba1\u7406\" style=\"width:100%;height:auto;border-radius:8px;display:block;\"><\/a><\/div>\n\n\n<div id=\"sec-09\"><\/div>\n<h2 class=\"section-header-img\" style=\"margin:32px 0 24px;border-radius:8px;overflow:hidden;background:linear-gradient(135deg,#1a1a1a 0%,#2a1015 100%);padding:32px 28px;color:#fff;position:relative;border:none;border-left:none;text-align:left;\">\n  <span class=\"section-number\" style=\"display:block;\">09<\/span>\n  <span class=\"section-label\" style=\"display:block;\">CONCLUSION<\/span>\n  <span class=\"section-title\" style=\"display:block;\">\u307e\u3068\u3081<\/span>\n  <span class=\"section-desc\">\u300c\u7406\u89e3\u300d\u306b\u7279\u5316\u3057\u305f\u6280\u8853\u3068\u3057\u3066\u3001\u4eca\u3082\u73fe\u5f79<\/span>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001BERT\u306e\u4ed5\u7d44\u307f\uff08\u53cc\u65b9\u5411\u6027\u30fbMLM\u30fbNSP\uff09\u3001GPT\u3068\u306e\u9055\u3044\u3001\u6d3b\u7528\u4e8b\u4f8b\u3001\u6d3e\u751f\u30e2\u30c7\u30eb\u3001\u305d\u3057\u3066\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304cBERT\u7684\u306a\u30bf\u30b9\u30af\u3092\u3069\u3046\u6271\u3046\u3079\u304d\u304b\u307e\u3067\u3092\u6574\u7406\u3057\u307e\u3057\u305f\u3002\u6700\u5f8c\u306b\u30dd\u30a4\u30f3\u30c8\u3092\u632f\u308a\u8fd4\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"background:#fafafa;border-radius:8px;padding:16px 20px;margin:16px 0;border-left:4px solid #dc2626;\">\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>BERT\u306f\u6587\u7ae0\u3092\u53cc\u65b9\u5411\u304b\u3089\u8aad\u307f\u53d6\u308b\u3053\u3068\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u7406\u89e3\u306b\u7279\u5316\u3057\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>MLM\uff08\u30de\u30b9\u30af\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u30fbNSP\uff08\u6b21\u6587\u4e88\u6e2c\uff09\u3068\u3044\u30462\u3064\u306e\u4e8b\u524d\u5b66\u7fd2\u30bf\u30b9\u30af\u304c\u4e2d\u6838<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>BERT\u306f\u300c\u7406\u89e3\u300d\uff08\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff09\u3001GPT\u306f\u300c\u751f\u6210\u300d\uff08\u30c7\u30b3\u30fc\u30c0\u30fc\uff09\u3068\u3044\u3046\u5f97\u610f\u5206\u91ce\u306e\u9055\u3044\u304c\u3042\u308b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>Google\u691c\u7d22\u30fb\u611f\u60c5\u5206\u6790\u30fb\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u30fb\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u3001\u88cf\u65b9\u3068\u3057\u3066\u5e45\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>RoBERTa\u30fbDistilBERT\u30fbALBERT\u30fbDeBERTa\u306a\u3069\u3001\u76ee\u7684\u306b\u5fdc\u3058\u305f\u6d3e\u751f\u30e2\u30c7\u30eb\u304c\u591a\u6570\u5b58\u5728\u3059\u308b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u591a\u304f\u306e\u4eba\u304c\u3001\u610f\u8b58\u305b\u305a\u306bBERT\u7cfb\u6280\u8853\u306e\u6069\u6075\u3092\u65e5\u5e38\u7684\u306b\u53d7\u3051\u3066\u3044\u308b<\/span><\/div>\n<div style=\"display:flex;align-items:flex-start;gap:8px;padding:6px 0;font-size:15px;line-height:1.6;\"><span style=\"color:#dc2626;font-size:16px;flex-shrink:0;margin-top:2px;\">&#10004;&#65039;<\/span><span>\u5c02\u7528\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306f\u5927\u91cf\u30fb\u5b9a\u578b\u51e6\u7406\u5411\u3051\u3001\u90fd\u5ea6\u306e\u67d4\u8edf\u306a\u51e6\u7406\u306f\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u73fe\u5b9f\u7684<\/span><\/div>\n\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u3082\u91cd\u8981\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<strong>BERT\u306e\u6280\u8853\u7684\u306a\u8a73\u7d30\u3092\u899a\u3048\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u300c\u7406\u89e3\u7279\u5316\u306e\u6280\u8853\u300d\u304c\u88cf\u65b9\u3068\u3057\u3066\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u77e5\u3063\u3066\u304a\u304f\u3068\u3001AI\u30b5\u30fc\u30d3\u30b9\u9078\u3073\u306e\u8996\u91ce\u304c\u5e83\u304c\u308a\u307e\u3059\u3002<\/strong>\u305d\u3057\u3066\u3001\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u3067\u69cb\u7bc9\u3059\u308b\u524d\u306b\u3001\u307e\u305a\u306f\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u540c\u3058\u30bf\u30b9\u30af\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u304c\u3001\u7121\u99c4\u306e\u306a\u3044\u7b2c\u4e00\u6b69\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\u306e\u3088\u3046\u306b\u300c\u7406\u89e3\u300d\u306b\u7279\u5316\u3057\u305f\u6280\u8853\u3068\u3001ChatGPT\u30fbClaude\u306e\u3088\u3046\u306b\u300c\u751f\u6210\u300d\u306b\u5f37\u3044\u6280\u8853\u306f\u3001\u3053\u308c\u304b\u3089\u3082\u4e26\u884c\u3057\u3066\u767a\u5c55\u3057\u7d9a\u3051\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u6280\u8853\u306e\u5f79\u5272\u3092\u6b63\u3057\u304f\u7406\u89e3\u3057\u3001\u81ea\u793e\u306e\u8ab2\u984c\u306b\u5408\u308f\u305b\u3066\u9078\u629e\u3067\u304d\u308b\u3053\u3068\u304c\u3001\u3053\u308c\u304b\u3089\u306eAI\u6d3b\u7528\u30ea\u30c6\u30e9\u30b7\u30fc\u306e\u571f\u53f0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/ceo-sugasawa.jpg\" alt=\"\u4ee3\u8868\u83c5\u6fa4\">\n    <span class=\"balloon-name\">\u4ee3\u8868\u83c5\u6fa4<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u5f0a\u793e\u3067\u306f\u300cAI\u9b3c\u7ba1\u7406\u300d\u3068\u3044\u3046\u30b5\u30fc\u30d3\u30b9\u3067\u3001BERT\u7684\u306a\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af\u3082\u542b\u3081\u305fAI\u6d3b\u7528\u306e\u8a2d\u8a08\u304b\u3089\u4f34\u8d70\u307e\u3067\u652f\u63f4\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u5927\u91cf\u306e\u6587\u66f8\u3092\u624b\u4f5c\u696d\u3067\u5206\u985e\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u696d\u52d9\u304c\u3042\u308c\u3070\u3001\u304a\u6c17\u8efd\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af\u306e\u52b9\u7387\u5316\u3092\u3001AI\u9b3c\u7ba1\u7406\u304c\u4e00\u7dd2\u306b\u8a2d\u8a08\u3057\u307e\u3059<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c02\u7528\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u306a\u304f\u3066\u3082\u3001\u591a\u304f\u306e\u5206\u985e\u30fb\u62bd\u51fa\u30bf\u30b9\u30af\u306f\u65e2\u5b58AI\u3067\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002<br>\u5f0a\u793e\u306e\u5b9f\u904b\u7528\u30ce\u30a6\u30cf\u30a6\u3092\u30d9\u30fc\u30b9\u306b\u3001\u500b\u5225\u306b\u3054\u76f8\u8ac7\u3092\u627f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"balloon-wrap is-right\">\n  <div class=\"balloon-icon\">\n    <img decoding=\"async\" src=\"https:\/\/genai-ai.co.jp\/ai-kanri\/wp-content\/uploads\/2026\/04\/yamazaki-avatar.png\" alt=\"AI\u9b3c\u7ba1\u7406\u5c71\u5d0e\">\n    <span class=\"balloon-name\">AI\u9b3c\u7ba1\u7406\u5c71\u5d0e<\/span>\n  <\/div>\n  <div class=\"balloon-body\">\u300c\u5927\u91cf\u306e\u6587\u66f8\u30fb\u554f\u3044\u5408\u308f\u305b\u3092\u624b\u4f5c\u696d\u3067\u5206\u985e\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u6bb5\u968e\u304b\u3089\u3054\u76f8\u8ac7\u3044\u305f\u3060\u3051\u307e\u3059\u3002\u307e\u305a\u306f\u7121\u6599\u76f8\u8ac7\u3067\u3001\u8cb4\u793e\u306b\u5408\u3063\u305f\u73fe\u5b9f\u7684\u306a\u9032\u3081\u65b9\u3092\u898b\u3064\u3051\u307e\u3057\u3087\u3046\u3002<\/div>\n<\/div>\n\n\n\n<div style=\"background:#fff;border:2px solid #eee;border-radius:16px;padding:32px 20px;margin:48px 0 16px;\">\n  <p style=\"text-align:center;font-size:13px;font-weight:700;color:#dc2626;letter-spacing:2px;margin:0 0 12px;\">NEXT STEP<\/p>\n  <p style=\"text-align:center;font-size:22px;font-weight:800;line-height:1.5;color:#1a1a1a;margin:0 0 24px;\">\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9\u3092\u3001\u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u3067<br>\u5b9f\u8df5\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f<\/p>\n  <div style=\"display:flex;gap:16px;flex-wrap:wrap;justify-content:center;\">\n    <div style=\"flex:1 1 300px;max-width:560px;background:#fafafa;border:1px solid #eee;border-radius:12px;overflow:hidden;display:flex;flex-direction:column;\">\n      <img src=\"https:\/\/genai-ai.co.jp\/img\/flagship-onikanri.png\" alt=\"AI\u9b3c\u7ba1\u7406 \u2014 Claude Code\u5c0e\u5165\u652f\u63f4\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\" loading=\"lazy\" decoding=\"async\" style=\"width:100%;height:auto;aspect-ratio:16\/9;object-fit:cover;display:block;\">\n      <div style=\"padding:20px 20px 24px;display:flex;flex-direction:column;flex:1;\">\n        <p style=\"font-size:13px;color:#dc2626;font-weight:700;margin:0 0 8px;\">AI\u6d3b\u7528\u3092\u81ea\u793e\u3067\u56de\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u305f\u3044\u65b9\u3078<\/p>\n        <p style=\"font-size:20px;font-weight:800;color:#1a1a1a;margin:0 0 12px;\">AI\u9b3c\u7ba1\u7406<\/p>\n        <p style=\"font-size:14px;color:#555;margin:0 0 20px;line-height:1.7;\">Claude Code\u30fbCowork\u5c0e\u5165\u652f\u63f4\u304b\u3089\u696d\u52d9\u8a2d\u8a08\u30fb\u793e\u5185\u6d78\u900f\u307e\u3067\u5b9f\u8df5\u30d9\u30fc\u30b9\u3067\u4f34\u8d70\u3002\u300c\u81ea\u793e\u3067\u56de\u305b\u308b\u7d44\u7e54\u300d\u309290\u65e5\u3067\u4f5c\u308b\u7d4c\u55b6\u8005\u5411\u3051\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3002<\/p>\n        <div style=\"text-align:center;margin-top:auto;\">\n          <a href=\"https:\/\/aikanri.genai-ai.co.jp\/?utm_source=blog&utm_medium=article&utm_campaign=cc-bert-guide&utm_content=next-step-cta\" target=\"_blank\" rel=\"noopener\" style=\"display:inline-block;background:#dc2626;color:#fff;font-weight:700;font-size:15px;padding:14px 32px;border-radius:30px;text-decoration:none;\">AI\u9b3c\u7ba1\u7406\u3092\u8a73\u3057\u304f\u898b\u308b \u2192<\/a>\n        <\/div>\n      <\/div>\n    <\/div>\n    <div style=\"flex:1 1 300px;max-width:560px;background:#fafafa;border:1px solid #eee;border-radius:12px;overflow:hidden;display:flex;flex-direction:column;\">\n      <img src=\"https:\/\/genai-ai.co.jp\/img\/flagship-aibpo.png\" alt=\"AIBPO by AI\u9b3c\u7ba1\u7406 \u2014 \u5b9a\u578b\u696d\u52d9\u306e\u4e38\u3054\u3068\u4ee3\u884c\" loading=\"lazy\" decoding=\"async\" style=\"width:100%;height:auto;aspect-ratio:16\/9;object-fit:cover;display:block;\">\n      <div style=\"padding:20px 20px 24px;display:flex;flex-direction:column;flex:1;\">\n        <p style=\"font-size:13px;color:#dc2626;font-weight:700;margin:0 0 8px;\">\u696d\u52d9\u3092\u4e38\u3054\u3068\u4efb\u305b\u305f\u3044\u65b9\u3078<\/p>\n        <p style=\"font-size:20px;font-weight:800;color:#1a1a1a;margin:0 0 12px;\">AIBPO by AI\u9b3c\u7ba1\u7406<\/p>\n        <p style=\"font-size:14px;color:#555;margin:0 0 20px;line-height:1.7;\">\u8acb\u6c42\u51e6\u7406\u30fb\u30c7\u30fc\u30bf\u5165\u529b\u30fb\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306a\u3069\u306e\u5b9a\u578b\u696d\u52d9\u3092\u3001AI\u00d7\u4eba\u306e\u54c1\u8cea\u7ba1\u7406\u4f53\u5236\u3067\u4e38\u3054\u3068\u4ee3\u884c\u3002\u3044\u307e\u306e\u30b3\u30b9\u30c8\u306e50%\u76ee\u5b89\u3067\u3001\u65e5\u3005\u306f\u6210\u679c\u7269\u3092\u627f\u8a8d\u3059\u308b\u3060\u3051\u3002<\/p>\n        <div style=\"text-align:center;margin-top:auto;\">\n          <a href=\"https:\/\/genai-ai.co.jp\/ai-kanri\/ai-bpo\/?utm_source=blog&utm_medium=article&utm_campaign=cc-bert-guide&utm_content=next-step-cta-bpo\" target=\"_blank\" rel=\"noopener\" style=\"display:inline-block;background:#dc2626;color:#fff;font-weight:700;font-size:15px;padding:14px 32px;border-radius:30px;text-decoration:none;\">AIBPO\u3092\u8a73\u3057\u304f\u898b\u308b \u2192<\/a>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faq\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Q. BERT\u3068GPT\u3001\u3069\u3061\u3089\u3092\u5b66\u3076\u3079\u304d\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3059\u306e\u3067\u306a\u3051\u308c\u3070\u3001\u3069\u3061\u3089\u3082\u8a73\u7d30\u306b\u5b66\u3076\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u300cBERT\u306f\u7406\u89e3\u3001GPT\u306f\u751f\u6210\u300d\u3068\u3044\u3046\u9055\u3044\u3060\u3051\u62bc\u3055\u3048\u3066\u304a\u3051\u3070\u3001\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u4f1a\u8a71\u306b\u306f\u5341\u5206\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. ChatGPT\u3084Claude\u306f\u3001BERT\u3068\u540c\u3058\u4ed5\u7d44\u307f\u306a\u306e\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u7570\u306a\u308a\u307e\u3059\u3002ChatGPT\u30fbClaude\u306f\u4e3b\u306bGPT\u7cfb\uff08\u30c7\u30b3\u30fc\u30c0\u30fc\u4e2d\u5fc3\uff09\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u6587\u7ae0\u306e\u751f\u6210\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002BERT\u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u307f\u306e\u69cb\u9020\u3067\u3001\u6587\u7ae0\u306e\u7406\u89e3\u30fb\u5206\u985e\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. BERT\u306f\u4eca\u3067\u3082\u4f7f\u308f\u308c\u3066\u3044\u308b\u6280\u8853\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u306f\u3044\u3002\u7279\u306b\u5927\u91cf\u306e\u6587\u7ae0\u3092\u9ad8\u901f\u30fb\u4f4e\u30b3\u30b9\u30c8\u3067\u5206\u985e\u30fb\u62bd\u51fa\u3059\u308b\u7528\u9014\u3067\u306f\u3001\u4eca\u3067\u3082\u73fe\u5f79\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002GPT\u7cfbLLM\u306e\u767b\u5834\u5f8c\u3082\u3001\u76ee\u7684\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. \u81ea\u793e\u3067BERT\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u3069\u3093\u306a\u6e96\u5099\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u5b66\u7fd2\u7528\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3001\u7a3c\u50cd\u74b0\u5883\u306e\u69cb\u7bc9\u30fb\u4fdd\u5b88\u3068\u3044\u3046\u5c02\u9580\u7684\u306a\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3059\u3002\u5c02\u9580\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u307e\u305a\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u306e\u4ee3\u66ff\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. \u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09\u306f\u3001\u81ea\u793e\u306e\u696d\u52d9\u306e\u3069\u3093\u306a\u5834\u9762\u3067\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u5951\u7d04\u66f8\u304b\u3089\u306e\u91cd\u8981\u6761\u9805\u306e\u62bd\u51fa\u3001\u8acb\u6c42\u66f8\u304b\u3089\u306e\u91d1\u984d\u30fb\u65e5\u4ed8\u306e\u62bd\u51fa\u3001\u30ab\u30eb\u30c6\u304b\u3089\u306e\u8a3a\u65ad\u540d\u306e\u62bd\u51fa\u306a\u3069\u3001\u5b9a\u578b\u7684\u306a\u6587\u66f8\u304b\u3089\u7279\u5b9a\u306e\u60c5\u5831\u3092\u53d6\u308a\u51fa\u3057\u305f\u3044\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. RoBERTa\u3084DistilBERT\u306f\u3001BERT\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u4e00\u6982\u306b\u306f\u8a00\u3048\u307e\u305b\u3093\u3002RoBERTa\u306f\u5b66\u7fd2\u624b\u6cd5\u306e\u6539\u826f\u306b\u3088\u308a\u7cbe\u5ea6\u5411\u4e0a\u3092\u72d9\u3063\u305f\u30e2\u30c7\u30eb\u3001DistilBERT\u306f\u8efd\u91cf\u5316\u3092\u91cd\u8996\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u65b9\u5411\u6027\u306e\u6539\u826f\u3067\u3059\u3002\u7528\u9014\u306b\u5fdc\u3058\u3066\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3092\u9078\u3076\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. \u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u5206\u985e\u306b\u306f\u3001\u82f1\u8a9e\u7248BERT\u3092\u305d\u306e\u307e\u307e\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. \u63a8\u5968\u3055\u308c\u307e\u305b\u3093\u3002\u65e5\u672c\u8a9e\u306f\u5358\u8a9e\u306e\u533a\u5207\u308a\u304c\u660e\u78ba\u3067\u306a\u3044\u306a\u3069\u82f1\u8a9e\u3068\u7570\u306a\u308b\u7279\u6027\u3092\u6301\u3064\u305f\u3081\u3001\u65e5\u672c\u8a9e\u5c02\u7528\u306b\u5b66\u7fd2\u3055\u308c\u305f\u300cBERT Japanese\u300d\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u65b9\u304c\u3001\u5b9f\u52d9\u3067\u6c42\u3081\u3089\u308c\u308b\u7cbe\u5ea6\u304c\u5f97\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q. BERT\u306e\u6d3b\u7528\u3092\u691c\u8a0e\u3059\u308b\u969b\u3001Hugging Face\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A. BERT\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u591a\u6570\u306e\u5b66\u7fd2\u6e08\u307fAI\u30e2\u30c7\u30eb\u3092\u516c\u958b\u30fb\u5171\u6709\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u5c02\u9580\u77e5\u8b58\u304c\u3042\u308c\u3070\u3001\u3053\u3053\u304b\u3089\u76ee\u7684\u306b\u5408\u3063\u305f\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5229\u7528\u30fb\u6539\u826f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u5225\u8a18\u4e8b\u300cHugging Face\u3068\u306f\uff1f\u300d\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"BERT\u3068GPT\u3001\u3069\u3061\u3089\u3092\u5b66\u3076\u3079\u304d\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3059\u306e\u3067\u306a\u3051\u308c\u3070\u3001\u3069\u3061\u3089\u3082\u8a73\u7d30\u306b\u5b66\u3076\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u300cBERT\u306f\u7406\u89e3\u3001GPT\u306f\u751f\u6210\u300d\u3068\u3044\u3046\u9055\u3044\u3060\u3051\u62bc\u3055\u3048\u3066\u304a\u3051\u3070\u3001\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u4f1a\u8a71\u306b\u306f\u5341\u5206\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"ChatGPT\u3084Claude\u306f\u3001BERT\u3068\u540c\u3058\u4ed5\u7d44\u307f\u306a\u306e\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u7570\u306a\u308a\u307e\u3059\u3002ChatGPT\u30fbClaude\u306f\u4e3b\u306bGPT\u7cfb\uff08\u30c7\u30b3\u30fc\u30c0\u30fc\u4e2d\u5fc3\uff09\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u6587\u7ae0\u306e\u751f\u6210\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002BERT\u306f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u307f\u306e\u69cb\u9020\u3067\u3001\u6587\u7ae0\u306e\u7406\u89e3\u30fb\u5206\u985e\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"BERT\u306f\u4eca\u3067\u3082\u4f7f\u308f\u308c\u3066\u3044\u308b\u6280\u8853\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u306f\u3044\u3002\u7279\u306b\u5927\u91cf\u306e\u6587\u7ae0\u3092\u9ad8\u901f\u30fb\u4f4e\u30b3\u30b9\u30c8\u3067\u5206\u985e\u30fb\u62bd\u51fa\u3059\u308b\u7528\u9014\u3067\u306f\u3001\u4eca\u3067\u3082\u73fe\u5f79\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002GPT\u7cfbLLM\u306e\u767b\u5834\u5f8c\u3082\u3001\u76ee\u7684\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u81ea\u793e\u3067BERT\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u3069\u3093\u306a\u6e96\u5099\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u5b66\u7fd2\u7528\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3001\u7a3c\u50cd\u74b0\u5883\u306e\u69cb\u7bc9\u30fb\u4fdd\u5b88\u3068\u3044\u3046\u5c02\u9580\u7684\u306a\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3059\u3002\u5c02\u9580\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u307e\u305a\u6c4e\u7528AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u306e\u4ee3\u66ff\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09\u306f\u3001\u81ea\u793e\u306e\u696d\u52d9\u306e\u3069\u3093\u306a\u5834\u9762\u3067\u4f7f\u3048\u307e\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u5951\u7d04\u66f8\u304b\u3089\u306e\u91cd\u8981\u6761\u9805\u306e\u62bd\u51fa\u3001\u8acb\u6c42\u66f8\u304b\u3089\u306e\u91d1\u984d\u30fb\u65e5\u4ed8\u306e\u62bd\u51fa\u3001\u30ab\u30eb\u30c6\u304b\u3089\u306e\u8a3a\u65ad\u540d\u306e\u62bd\u51fa\u306a\u3069\u3001\u5b9a\u578b\u7684\u306a\u6587\u66f8\u304b\u3089\u7279\u5b9a\u306e\u60c5\u5831\u3092\u53d6\u308a\u51fa\u3057\u305f\u3044\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"RoBERTa\u3084DistilBERT\u306f\u3001BERT\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u4e00\u6982\u306b\u306f\u8a00\u3048\u307e\u305b\u3093\u3002RoBERTa\u306f\u5b66\u7fd2\u624b\u6cd5\u306e\u6539\u826f\u306b\u3088\u308a\u7cbe\u5ea6\u5411\u4e0a\u3092\u72d9\u3063\u305f\u30e2\u30c7\u30eb\u3001DistilBERT\u306f\u8efd\u91cf\u5316\u3092\u91cd\u8996\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u65b9\u5411\u6027\u306e\u6539\u826f\u3067\u3059\u3002\u7528\u9014\u306b\u5fdc\u3058\u3066\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3092\u9078\u3076\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u5206\u985e\u306b\u306f\u3001\u82f1\u8a9e\u7248BERT\u3092\u305d\u306e\u307e\u307e\u4f7f\u3048\u307e\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u63a8\u5968\u3055\u308c\u307e\u305b\u3093\u3002\u65e5\u672c\u8a9e\u306f\u5358\u8a9e\u306e\u533a\u5207\u308a\u304c\u660e\u78ba\u3067\u306a\u3044\u306a\u3069\u82f1\u8a9e\u3068\u7570\u306a\u308b\u7279\u6027\u3092\u6301\u3064\u305f\u3081\u3001\u65e5\u672c\u8a9e\u5c02\u7528\u306b\u5b66\u7fd2\u3055\u308c\u305f\u300cBERT Japanese\u300d\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u65b9\u304c\u3001\u5b9f\u52d9\u3067\u6c42\u3081\u3089\u308c\u308b\u7cbe\u5ea6\u304c\u5f97\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"BERT\u306e\u6d3b\u7528\u3092\u691c\u8a0e\u3059\u308b\u969b\u3001Hugging Face\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"BERT\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u591a\u6570\u306e\u5b66\u7fd2\u6e08\u307fAI\u30e2\u30c7\u30eb\u3092\u516c\u958b\u30fb\u5171\u6709\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u5c02\u9580\u77e5\u8b58\u304c\u3042\u308c\u3070\u3001\u3053\u3053\u304b\u3089\u76ee\u7684\u306b\u5408\u3063\u305f\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5229\u7528\u30fb\u6539\u826f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u5225\u8a18\u4e8b\u300cHugging Face\u3068\u306f\uff1f\u300d\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\"\n      }\n    }\n  ]\n}\n<\/script>\n\n\n\n<!-- RELATED_ARTICLES_START --><div class=\"related-articles related-v2\"><h3>\u95a2\u9023\u8a18\u4e8b \u2014 \u7528\u8a9e\u89e3\u8aac\u30ab\u30c6\u30b4\u30ea\u304b\u3089<\/h3><div class=\"rel-grid\"><a href=\"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/hub-ai-yogo\/\" class=\"rel-card rel-pillar\"><span class=\"rel-cat\">\u67f1\u8a18\u4e8b<\/span><span class=\"rel-title\">\u30102026\u5e748\u6708\u6700\u65b0\u3011AI\u7528\u8a9e\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\uff5c\u7d4c\u55b6\u8005\u304c\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u57fa\u672c\u7528\u8a9e\u3092\u3084\u3055\u3057\u304f\u89e3\u8aac<\/span><\/a><a href=\"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-ai-beginners-guide-2\/\" class=\"rel-card rel-pillar\"><span class=\"rel-cat\">\u67f1\u8a18\u4e8b<\/span><span class=\"rel-title\">\u30102026\u5e748\u6708\u6700\u65b0\u3011AI\u5165\u9580\u5b8c\u5168\u30ac\u30a4\u30c9\uff5c\u7d4c\u55b6\u8005\u30fb\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u4eca\u3059\u3050\u62bc\u3055\u3048\u308b\u3079\u304d\u57fa\u790e\u77e5\u8b58\u3068\u5b9f\u8df5\u306e\u7b2c\u4e00\u6b69<\/span><\/a><a href=\"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-transformer-guide\/\" class=\"rel-card rel-sibling\"><span class=\"rel-cat\">\u540c\u30c6\u30fc\u30de<\/span><span 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class=\"rel-title\">\u30102026\u5e748\u6708\u6700\u65b0\u3011Java\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u3064\u307e\u305a\u304f\u7406\u7531\u3068\u5bfe\u51e6\u6cd5\uff5c\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u74b0\u5883\u69cb\u7bc9\u306e\u57fa\u790e\u3068AI\u6d3b\u7528<\/span><\/a><a href=\"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-vs-genspark-09\/\" class=\"rel-card rel-winner\"><span class=\"rel-cat\">\u4eba\u6c17\u8a18\u4e8b<\/span><span class=\"rel-title\">\u30102026\u5e748\u6708\u6700\u65b0\u3011Claude Code vs Genspark \u5fb9\u5e95\u6bd4\u8f03\uff5c6\u3064\u306e\u8ef8\u3067\u6b63\u76f4\u306b\u52dd\u6557\u3092\u3064\u3051\u305f\u7d50\u679c<\/span><\/a><a href=\"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-claude-code-guide\/\" class=\"rel-card rel-bridge\"><span class=\"rel-cat\">\u6df1\u5800\u308a<\/span><span class=\"rel-title\">\u30102026\u5e748\u6708\u6700\u65b0\u3011Claude Code\u3068\u306f\uff1f\u3067\u304d\u308b\u3053\u3068\u30fb\u4f7f\u3044\u65b9\u30fb\u6599\u91d1\u3092\u5b9f\u904b\u7528\u30c7\u30fc\u30bf\u3067\u5fb9\u5e95\u89e3\u8aac<\/span><\/a><a href=\"https:\/\/genai-ai.co.jp\/ai-kanri\/blog\/cc-transformer-overview\/\" class=\"rel-card rel-related\"><span class=\"rel-cat\">\u95a2\u9023<\/span><span class=\"rel-title\">\u30102026\u5e748\u6708\u6700\u65b0\u3011Transformer\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3068\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u30fbBERT\u3068\u306e\u9055\u3044\u3092\u7d4c\u55b6\u8005\u5411\u3051\u306b\u89e3\u8aac\uff5cClaude Code\u306e\u571f\u53f0\u6280\u8853<\/span><\/a><\/div><\/div><!-- RELATED_ARTICLES_END -->","protected":false},"excerpt":{"rendered":"<p>BERT\u306e\u4ed5\u7d44\u307f\uff08\u53cc\u65b9\u5411\u6027\u30fbMLM\u30fbNSP\uff09\u3068GPT\u3068\u306e\u9055\u3044\u3092\u89e3\u8aac\u3002Google\u691c\u7d22\u30fb\u611f\u60c5\u5206\u6790\u30fb\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u306a\u3069\u306e\u6d3b\u7528\u4f8b\u3001RoBERTa\u7b49\u306e\u6d3e\u751f\u30e2\u30c7\u30eb\u304b\u3089\u3001\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304cBERT\u7684\u306a\u30bf\u30b9\u30af\u3092Claude Code\u3067\u4ee3\u66ff\u3059\u308b\u65b9\u6cd5\u307e\u3067GENAI\u306e\u8996\u70b9\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":21865,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"sitemap_hide":"","_veu_custom_css":"","vkexunit_cta_each_option":"","footnotes":"","rank_math_description":"BERT\u306e\u4ed5\u7d44\u307f\uff08\u53cc\u65b9\u5411\u6027\u30fbMLM\u30fbNSP\uff09\u3068GPT\u3068\u306e\u9055\u3044\u3092\u89e3\u8aac\u3002Google\u691c\u7d22\u30fb\u611f\u60c5\u5206\u6790\u30fb\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u306a\u3069\u306e\u6d3b\u7528\u4f8b\u3001RoBERTa\u7b49\u306e\u6d3e\u751f\u30e2\u30c7\u30eb\u304b\u3089\u3001\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304cBERT\u7684\u306a\u30bf\u30b9\u30af\u3092Claude Code\u3067\u4ee3\u66ff\u3059\u308b\u65b9\u6cd5\u307e\u3067GENAI\u306e\u8996\u70b9\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002","rank_math_focus_keyword":"BERT 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