{"id":11232,"date":"2026-09-04T20:07:45","date_gmt":"2026-09-04T11:07:45","guid":{"rendered":"https:\/\/techmania.jp\/blog\/?p=11232"},"modified":"2026-09-04T20:07:48","modified_gmt":"2026-09-04T11:07:48","slug":"fine-tuning","status":"publish","type":"post","link":"https:\/\/techmania.jp\/blog\/fine-tuning\/","title":{"rendered":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u5c0e\u5165\u624b\u9806\u3092\u5b9f\u8df5\u89e3\u8aac"},"content":{"rendered":"\n<p 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class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u65e2\u306b\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u8ffd\u52a0\u306e\u5b66\u7fd2\u3092\u884c\u3044\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u7279\u5b9a\u306e\u76ee\u7684\u3084\u7528\u9014\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u65b9\u6cd5<\/span>\u306e\u3053\u3068\u3092\u8a00\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u6587\u7ae0\u3092\u751f\u6210\u3067\u304d\u308bAI\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u8cea\u554f\u306b\u5e45\u5e83\u304f\u56de\u7b54\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u7279\u5b9a\u306e\u696d\u754c\u3067\u4f7f\u308f\u308c\u308b\u5c02\u9580\u7684\u306a\u8868\u73fe\u3084\u3001\u4f01\u696d\u72ec\u81ea\u306e\u6587\u7ae0\u30eb\u30fc\u30eb\u307e\u3067\u5e38\u306b\u540c\u3058\u3088\u3046\u306b\u6271\u3048\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<br>\u305d\u3053\u3067\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3067\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u306e\u5f62\u5f0f\u3084\u3001\u4f7f\u7528\u3059\u308b\u8868\u73fe\u306a\u3069\u306e\u50be\u5411\u3092\u30e2\u30c7\u30eb\u306b\u8eab\u306b\u3064\u3051\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u304c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_1\" class=\"wp-block-heading\">\u65e2\u5b58\u306eAI\u30e2\u30c7\u30eb\u3092\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u30e2\u30c7\u30eb\u3092\u4e00\u304b\u3089\u4f5c\u6210\u3059\u308b\u5834\u5408\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u9ad8\u6027\u80fd\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306a\u3069\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br>\u4e00\u65b9\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u65e2\u306b\u57fa\u672c\u7684\u306a\u77e5\u8b58\u3084\u6587\u7ae0\u3092\u6271\u3046\u80fd\u529b\u3092\u8eab\u306b\u3064\u3051\u3066\u3044\u308bAI\u30e2\u30c7\u30eb\u3092\u571f\u53f0\u3068\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3092\u6700\u521d\u304b\u3089\u5b66\u7fd2\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u76ee\u7684\u306b\u95a2\u4fc2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3057\u3066\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u7528\u9014\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001\u4e00\u822c\u7684\u306a\u6587\u7ae0\u751f\u6210AI\u3092\u6b21\u306e\u3088\u3046\u306a\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u793e\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306b\u9069\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u7279\u5b9a\u306e\u696d\u754c\u3067\u4f7f\u308f\u308c\u308b\u6587\u7ae0\u8868\u73fe\u3092\u6271\u3044\u3084\u3059\u304f\u3059\u308b<\/li>\n\n\n\n<li>\u6c7a\u307e\u3063\u305f\u5f62\u5f0f\u3067\u6587\u7ae0\u3092\u4f5c\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u7279\u5b9a\u306e\u5206\u985e\u4f5c\u696d\u3092\u884c\u3044\u3084\u3059\u304f\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"outline__1_2\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u7406\u7531<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u56de\u7b54\u5f62\u5f0f\u306e\u7d71\u4e00\u3084\u7279\u5b9a\u8868\u73fe\u306e\u4f7f\u7528\u3068\u3044\u3063\u305f\u7d30\u304b\u3044\u8981\u671b\u3092\u3001\u8cea\u554f\u306e\u5ea6\u306bAI\u306b\u6307\u793a\u3092\u51fa\u3059\u3053\u3068\u3067\u5b9f\u73fe\u3059\u308b\u306e\u306f\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<br>\u307e\u305f\u3001\u6307\u5b9a\u3059\u308b\u30eb\u30fc\u30eb\u304c\u8907\u96d1\u3067\u3042\u308b\u5834\u5408\u306b\u3001\u671f\u5f85\u3057\u305f\u7d50\u679c\u3092\u5b89\u5b9a\u3057\u3066\u5f97\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u3042\u3089\u304b\u3058\u3081\u7279\u5b9a\u306e\u76ee\u7684\u306b\u5408\u308f\u305b\u305f\u30e2\u30c7\u30eb\u3092\u7528\u610f\u3067\u304d\u308b\u305f\u3081\u3001\u6307\u793a\u3092\u7c21\u6f54\u306b\u3057\u305f\u308a\u3001\u56de\u7b54\u306e\u50be\u5411\u3092\u63c3\u3048\u305f\u308a\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br>\u5e45\u5e83\u3044\u7528\u9014\u306b\u5bfe\u5fdc\u3059\u308b\u6c4e\u7528\u7684\u306aAI\u30e2\u30c7\u30eb\u3092\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u7279\u5b9a\u306e\u696d\u52d9\u3084\u76ee\u7684\u306b\u3088\u308a\u9069\u3057\u305f\u5f62\u3078\u8abf\u6574\u3059\u308b\u3053\u3068<\/span>\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u4e3b\u306a\u7406\u7531\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"techmania-recirc\">\n<style>\n.techmania-recirc{margin:24px 0;font-family:-apple-system,\"Hiragino Kaku Gothic ProN\",\"Yu Gothic\",sans-serif;}\n.techmania-recirc__label{font-size:14px;color:#333;margin-bottom:8px;font-weight:bold;}\n.techmania-recirc__box{display:flex;align-items:center;gap:16px;border:1px solid #ddd;border-radius:4px;padding:12px 16px;text-decoration:none;transition:background .2s;}\n.techmania-recirc__box:hover{background:#f7f9fc;}\n.techmania-recirc__thumb{width:96px;aspect-ratio:6\/4;object-fit:cover;border-radius:4px;flex-shrink:0;}\n.techmania-recirc__title{color:#2952cc;font-size:15px;line-height:1.6;flex:1;}\n.techmania-recirc__arrow{flex-shrink:0;width:28px;height:28px;border-radius:50%;background:#2952cc;color:#fff;display:flex;align-items:center;justify-content:center;font-size:12px;}\n<\/style>\n<div class=\"techmania-recirc__label\">\u25bc\u3053\u3061\u3089\u3082\u30c1\u30a7\u30c3\u30af\u25bc<\/div>\n<a class=\"techmania-recirc__box\" href=\"https:\/\/techmania.jp\/blog\/deep-learning0001\/\">\n  <img decoding=\"async\" class=\"techmania-recirc__thumb\" src=\"https:\/\/web-img.rensa.jp.net\/rensa\/images\/techmania\/thumbnail\/images\/deep_top.png\" alt=\"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u3067\u304d\u308b\u3053\u3068\u3001\u6d3b\u7528\u4f8b\u3092\u89e3\u8aac\">\n  <span class=\"techmania-recirc__title\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u3067\u304d\u308b\u3053\u3068\u3001\u6d3b\u7528\u4f8b\u3092\u89e3\u8aac<\/span>\n  <span class=\"techmania-recirc__arrow\">\u25b6<\/span>\n<\/a>\n<\/div>\n\n\n\n<h2 id=\"outline__2\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u57fa\u672c\u7684\u306b\u4ee5\u4e0b\u306e\u6d41\u308c\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u7528\u306e\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b<br>\u2193<br>\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u8ffd\u52a0\u5b66\u7fd2\u3059\u308b<br>\u2193<br>\u5b66\u7fd2\u5f8c\u306e\u6027\u80fd\u3092\u78ba\u8a8d\u3059\u308b<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-process.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c\u3092\u793a\u30593\u30b9\u30c6\u30c3\u30d7\u56f3\u89e3\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-process.webp\"\n    class=\"post-img\"\n    alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c\u3092\u793a\u30593\u30b9\u30c6\u30c3\u30d7\u56f3\u89e3\"\n    loading=\"lazy\"\n  >\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\n    \u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304b\u3089\u6027\u80fd\u78ba\u8a8d\u307e\u3067\u306e3\u30b9\u30c6\u30c3\u30d7\n  <\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a73\u3057\u3044\u6d41\u308c\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 id=\"outline__2_1\" class=\"wp-block-heading\">\u5b66\u7fd2\u3055\u305b\u308b\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u306b\u3001AI\u30e2\u30c7\u30eb\u3078\u8ffd\u52a0\u3067\u5b66\u7fd2\u3055\u305b\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<br>\u3053\u306e\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u306f\u3001\u4f5c\u6210\u3057\u305f\u3044\u30e2\u30c7\u30eb\u306e\u76ee\u7684\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u7279\u5b9a\u306e\u5f62\u5f0f\u3067\u56de\u7b54\u3059\u308bAI\u3092\u4f5c\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u300c\u8cea\u554f\u300d\u3068\u300c\u7406\u60f3\u7684\u306a\u56de\u7b54\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30c7\u30fc\u30bf\u3092\u8907\u6570\u7528\u610f\u3057\u307e\u3059\u3002<br>\u6587\u7ae0\u306e\u66f8\u304d\u65b9\u3092\u8abf\u6574\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u6587\u7ae0\u306e\u4f8b\u3092\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3068\u3057\u3066\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u6642\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u5358\u306b\u30c7\u30fc\u30bf\u306e\u91cf\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u306f\u306a\u304f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5b9f\u969b\u306bAI\u306b\u884c\u308f\u305b\u305f\u3044\u4f5c\u696d\u306b\u8fd1\u3044\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b\u3053\u3068<\/span>\u3067\u3059\u3002<br>\u305d\u306e\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306f\u300cAI\u306b\u3069\u306e\u3088\u3046\u306a\u56de\u7b54\u3092\u3057\u3066\u307b\u3057\u3044\u304b\u300d\u3092\u5177\u4f53\u7684\u306b\u8868\u3057\u305f\u3082\u306e\u3068\u3057\u3066\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__2_2\" class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u8ffd\u52a0\u5b66\u7fd2\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u305f\u3089\u3001\u305d\u308c\u3092\u4f7f\u7528\u3057\u3066\u65e2\u5b58\u306eAI\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u306e\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001AI\u30e2\u30c7\u30eb\u304c\u65e2\u306b\u6301\u3063\u3066\u3044\u308b\u57fa\u672c\u7684\u306a\u80fd\u529b\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<br>\u305d\u306e\u4e0a\u3067\u3001\u65b0\u3057\u304f\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5b9a\u306e\u56de\u7b54\u65b9\u6cd5\u3084\u8868\u73fe\u3001\u4f5c\u696d\u306e\u30d1\u30bf\u30fc\u30f3\u306a\u3069\u3092\u5b66\u7fd2\u3057\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u30e2\u30c7\u30eb\u3078\u8abf\u6574\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u7684\u306a\u5b9f\u884c\u65b9\u6cd5\u306f\u3001\u5229\u7528\u3059\u308bAI\u30b5\u30fc\u30d3\u30b9\u3084\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<br>\u521d\u5fc3\u8005\u306e\u5834\u5408\u306f\u3001\u307e\u305a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5bfe\u5fdc\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3084\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u8907\u96d1\u306a\u74b0\u5883\u69cb\u7bc9\u3092\u884c\u308f\u305a\u306b\u8a66\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 id=\"outline__2_3\" class=\"wp-block-heading\">\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u304c\u671f\u5f85\u3069\u304a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<br>\u78ba\u8a8d\u3059\u308b\u969b\u306b\u306f\u3001\u56de\u7b54\u304c\u6b63\u3057\u3044\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u5f62\u5f0f\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u6587\u7ae0\u8868\u73fe\u304c\u7d71\u4e00\u3055\u308c\u3066\u3044\u308b\u304b\u306a\u3069\u3082\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u671f\u5f85\u3057\u305f\u7d50\u679c\u304c\u5f97\u3089\u308c\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u3092\u898b\u76f4\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u306e\u91cf\u3084\u5b66\u7fd2\u65b9\u6cd5\u3092\u8abf\u6574\u3057\u305f\u308a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br><span class=\"c-user01\" style=\"font-weight:bold;\">\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u6539\u5584\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u304f\u3053\u3068<\/span>\u3067\u3001\u76ee\u7684\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u306b\u8fd1\u3065\u3051\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__3\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u969b\u306b\u884c\u3046\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u307e\u3067\u3067\u57fa\u672c\u7684\u306a\u6d41\u308c\u3092\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\u3067\u3001\u5b9f\u969b\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u624b\u9806\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u5148\u306b\u624b\u9806\u3092\u30a4\u30e1\u30fc\u30b8\u3057\u3066\u304a\u304f\u3068\u3001\u5f8c\u8ff0\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u3084\u6ce8\u610f\u70b9\u3082\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__3_1\" class=\"wp-block-heading\">\u4f7f\u7528\u3059\u308bAI\u30e2\u30c7\u30eb\u3092\u9078\u3076<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u307e\u305a\u30d9\u30fc\u30b9\u3068\u306a\u308bAI\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<br>\u30e2\u30c7\u30eb\u306b\u306f\u305d\u308c\u305e\u308c\u5f97\u610f\u306a\u7528\u9014\u3084\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u8a00\u8a9e\u3001\u5fc5\u8981\u306a\u8a08\u7b97\u8cc7\u6e90\u306a\u3069\u306e\u9055\u3044\u304c\u3042\u308b\u305f\u3081\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u5927\u304d\u3055\u3082\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4e00\u822c\u7684\u306b\u30e2\u30c7\u30eb\u304c\u5927\u304d\u304f\u306a\u308b\u307b\u3069\u9ad8\u3044\u6027\u80fd\u304c\u671f\u5f85\u3067\u304d\u308b\u4e00\u65b9\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3088\u308a\u591a\u304f\u306e\u30e1\u30e2\u30ea\u3084\u8a08\u7b97\u80fd\u529b\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u500b\u4eba\u3067\u8a66\u3059\u5834\u5408\u3084\u5b66\u7fd2\u74b0\u5883\u306b\u5236\u7d04\u304c\u3042\u308b\u5834\u5408\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u6bd4\u8f03\u7684\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u304b\u3089\u59cb\u3081\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046<\/span>\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Sample_Model_tuning.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3059\u308bAI\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u30a4\u30e1\u30fc\u30b8\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Sample_Model_tuning.webp\"\n    class=\"post-img\"\n    alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3059\u308bAI\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u30a4\u30e1\u30fc\u30b8\"\n    loading=\"lazy\"\n  >\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\n    \u76ee\u7684\u3084\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u3001\u30d9\u30fc\u30b9\u3068\u306a\u308bAI\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\n  <\/figcaption>\n<\/figure>\n\n\n\n<h3 id=\"outline__3_2\" class=\"wp-block-heading\">\u5b66\u7fd2\u7528\u306e\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u3001\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u3067\u5b66\u7fd2\u3055\u305b\u308b\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<br>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u5358\u306b\u5927\u91cf\u306e\u6587\u7ae0\u3092\u7528\u610f\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u300c\u30e2\u30c7\u30eb\u306b\u3069\u306e\u3088\u3046\u306a\u56de\u7b54\u3092\u3057\u3066\u307b\u3057\u3044\u306e\u304b\u300d\u304c\u5206\u304b\u308b\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001\u8cea\u554f\u306b\u5bfe\u3057\u3066\u7279\u5b9a\u306e\u5f62\u5f0f\u3067\u56de\u7b54\u3059\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u8cea\u554f\u3068\u56de\u7b54\u3092\u30bb\u30c3\u30c8\u306b\u3057\u305f\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\uff1a<br>\u8cea\u554f\uff1aPython\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56de\u7b54\uff1aPython\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u8907\u6570\u7528\u610f\u3057\u3001\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306f\u3001\u5b9f\u969b\u306b\u30e2\u30c7\u30eb\u3078\u5165\u529b\u3059\u308b\u8cea\u554f\u3068\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u671f\u5f85\u3059\u308b\u56de\u7b54\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u3067\u304d\u308b\u3060\u3051\u7d71\u4e00\u3059\u308b\u3053\u3068\u304c\u30dd\u30a4\u30f3\u30c8<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-training-data.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u8cea\u554f\u3068\u7406\u60f3\u7684\u306a\u56de\u7b54\u3092\u30da\u30a2\u306b\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u30a4\u30e1\u30fc\u30b8\u56f3\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-training-data.webp\"\n    class=\"post-img\"\n    alt=\"\u8cea\u554f\u3068\u7406\u60f3\u7684\u306a\u56de\u7b54\u3092\u30da\u30a2\u306b\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u30a4\u30e1\u30fc\u30b8\u56f3\"\n    loading=\"lazy\"\n  >\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\n    \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u8cea\u554f\u30fb\u56de\u7b54\u306e\u30bb\u30c3\u30c8\u3092\u8907\u6570\u7528\u610f\u3057\u307e\u3059\n  <\/figcaption>\n<\/figure>\n\n\n\n<h3 id=\"outline__3_3\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u305f\u3089\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<br>\u5b9f\u969b\u306e\u51e6\u7406\u3067\u306f\u3001Python\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u3001AI\u30e2\u30c7\u30eb\u3092\u6271\u3046\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306e<a href=\"https:\/\/huggingface.co\/docs\/transformers\/training\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Transformers<\/a>\u3084<a href=\"https:\/\/huggingface.co\/docs\/trl\/index\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">TRL<\/a>\u3001<a href=\"https:\/\/huggingface.co\/docs\/peft\/en\/index\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">PEFT<\/a>\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u8ffd\u52a0\u5b66\u7fd2\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<br>\u307e\u305f\u3001\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u305d\u306e\u307e\u307e\u5b66\u7fd2\u3057\u76f4\u3059\u306e\u3067\u306f\u306a\u304f\u3001<a href=\"https:\/\/arxiv.org\/abs\/2106.09685\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LoRA\uff08Low-Rank Adaptation\uff09<\/a>\u306a\u3069\u306e\u624b\u6cd5\u3092\u5229\u7528\u3057\u3066\u3001\u5b66\u7fd2\u3059\u308b\u90e8\u5206\u3092\u9650\u5b9a\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-vs-lora.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u5b66\u7fd2\u3059\u308b\u65b9\u6cd5\u3068LoRA\u306e\u9055\u3044\u3092\u793a\u3059\u6bd4\u8f03\u56f3\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-vs-lora.webp\"\n    class=\"post-img\"\n    alt=\"\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u5b66\u7fd2\u3059\u308b\u65b9\u6cd5\u3068LoRA\u306e\u9055\u3044\u3092\u793a\u3059\u6bd4\u8f03\u56f3\"\n    loading=\"lazy\"\n  >\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\n    \u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5168\u4f53\u66f4\u65b0\u3059\u308b\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u3001\u4e00\u90e8\u306e\u307f\u8abf\u6574\u3059\u308bLoRA\u306e\u9055\u3044\n  <\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u969b\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u969b\u306f\u3001\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u3001GPU\u306a\u3069\u306e\u74b0\u5883\u306b\u5fdc\u3058\u305f\u8a2d\u5b9a\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u78ba\u8a8d\u3057\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u74b0\u5883\u306b\u5408\u3063\u305f\u65b9\u6cd5\u3067\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046<\/span>\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Sample_Tuning.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u51e6\u7406\u306e\u30a4\u30e1\u30fc\u30b8\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Sample_Tuning.webp\"\n    class=\"post-img\"\n    alt=\"\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u51e6\u7406\u306e\u30a4\u30e1\u30fc\u30b8\"\n    loading=\"lazy\"\n  >\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\n    Transformers\u30fbTRL\u30fbPEFT\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\n  <\/figcaption>\n<\/figure>\n\n\n\n<div class=\"techmania-recirc\">\n<div class=\"techmania-recirc__label\">\u25bc\u3053\u3061\u3089\u3082\u30c1\u30a7\u30c3\u30af\u25bc<\/div>\n<a class=\"techmania-recirc__box\" href=\"https:\/\/techmania.jp\/blog\/hugging-face\/\">\n  <img decoding=\"async\" class=\"techmania-recirc__thumb\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging_face.webp\" alt=\"Hugging Face\u3068\u306f\uff1fAI\u30e2\u30c7\u30eb\u5171\u6709\u306e\u4ed5\u7d44\u307f\u3068\u4f7f\u3044\u65b9\u3092\u89e3\u8aac\">\n  <span class=\"techmania-recirc__title\">Hugging Face\u3068\u306f\uff1fAI\u30e2\u30c7\u30eb\u5171\u6709\u306e\u4ed5\u7d44\u307f\u3068\u4f7f\u3044\u65b9\u3092\u89e3\u8aac<\/span>\n  <span class=\"techmania-recirc__arrow\">\u25b6<\/span>\n<\/a>\n<\/div>\n\n\n\n<h3 id=\"outline__3_4\" class=\"wp-block-heading\">\u5b66\u7fd2\u524d\u5f8c\u306e\u7d50\u679c\u3092\u6bd4\u8f03\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306b\u8cea\u554f\u3092\u5165\u529b\u3057\u3066\u3001\u5b66\u7fd2\u524d\u306e\u30e2\u30c7\u30eb\u3068\u7d50\u679c\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<br>\u540c\u3058\u8cea\u554f\u3092\u5b66\u7fd2\u524d\u3068\u5b66\u7fd2\u5f8c\u306e\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3057\u3001\u56de\u7b54\u306e\u5f62\u5f0f\u3084\u8868\u73fe\u306b\u5909\u5316\u304c\u3042\u308b\u304b\u306a\u3069\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3048\u3070\u5fc5\u305a\u671f\u5f85\u3057\u305f\u7d50\u679c\u306b\u306a\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<br>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3084\u91cf\u3001\u5b66\u7fd2\u56de\u6570\u3001\u5b66\u7fd2\u7387\u306a\u3069\u306e\u8a2d\u5b9a\u306b\u3088\u3063\u3066\u7d50\u679c\u306f\u5909\u5316\u3059\u308b\u305f\u3081\u3001\u4e00\u5ea6\u306e\u5b66\u7fd2\u7d50\u679c\u3060\u3051\u3067\u5224\u65ad\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u8907\u6570\u306e\u8cea\u554f\u3092\u4f7f\u3063\u3066\u56de\u7b54\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__4\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6d3b\u7528\u4f8b<\/h2>\n\n\n\n<h3 id=\"outline__4_1\" class=\"wp-block-heading\">\u7279\u5b9a\u306e\u696d\u754c\u3084\u696d\u52d9\u306b\u5408\u308f\u305b\u3066\u6d3b\u7528\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u696d\u754c\u3084\u696d\u52d9\u306b\u3088\u3063\u3066\u306f\u3001\u4e00\u822c\u7684\u306a\u8a00\u8449\u3068\u306f\u7570\u306a\u308b\u5c02\u9580\u7528\u8a9e\u3084\u72ec\u81ea\u306e\u8868\u73fe\u304c\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br>\u305d\u306e\u3088\u3046\u306a\u5206\u91ce\u3067AI\u3092\u6d3b\u7528\u3059\u308b\u5834\u5408\u3001\u5b9f\u969b\u306e\u696d\u52d9\u306b\u8fd1\u3044\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u56de\u7b54\u3092\u5f97\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u793e\u5185\u8cc7\u6599\u3084\u9867\u5ba2\u60c5\u5831\u306a\u3069\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044\u306b\u6ce8\u610f\u304c\u5fc5\u8981<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__4_2\" class=\"wp-block-heading\">\u6587\u7ae0\u8868\u73fe\u3084\u56de\u7b54\u30b9\u30bf\u30a4\u30eb\u3092\u8abf\u6574\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001AI\u304c\u751f\u6210\u3059\u308b\u6587\u7ae0\u306e\u8868\u73fe\u3084\u56de\u7b54\u306e\u30b9\u30bf\u30a4\u30eb\u3092\u8abf\u6574\u3057\u305f\u3044\u5834\u5408\u306b\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<br>\u901a\u5e38\u306eAI\u30e2\u30c7\u30eb\u3067\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u547c\u3070\u308c\u308b\u6307\u793a\u6587\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u56de\u7b54\u306e\u30b9\u30bf\u30a4\u30eb\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u304c\u3001\u540c\u3058\u5f62\u5f0f\u306e\u6587\u7ae0\u3092\u7e70\u308a\u8fd4\u3057\u4f5c\u6210\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u56de\u7b54\u50be\u5411\u3092\u8abf\u6574\u3059\u308b\u65b9\u6cd5\u3082\u9078\u629e\u80a2\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u3001\u4e00\u5b9a\u306e\u30eb\u30fc\u30eb\u306b\u6cbf\u3063\u305f\u6587\u7ae0\u3092\u7d99\u7d9a\u7684\u306b\u751f\u6210\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u56de\u7b54\u5f62\u5f0f\u3092\u7d71\u4e00\u3057\u3084\u3059\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<h3 id=\"outline__4_3\" class=\"wp-block-heading\">\u5206\u985e\u3084\u8981\u7d04\u306a\u3069\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u6d3b\u7528\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u7528\u9014\u3060\u3051\u306b\u9650\u3089\u308c\u307e\u305b\u3093\u3002<br>\u5185\u5bb9\u306b\u5fdc\u3058\u3066\u60c5\u5831\u3092\u5206\u985e\u3057\u305f\u308a\u3001\u4e00\u5b9a\u306e\u30eb\u30fc\u30eb\u306b\u6cbf\u3063\u3066\u6587\u7ae0\u3092\u8981\u7d04\u3057\u305f\u308a\u3059\u308b\u4f5c\u696d\u306b\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p 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id=\"outline__5_1\" class=\"wp-block-heading\">\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u3092\u8abf\u6574\u3067\u304d\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u6c4e\u7528\u7684\u306aAI\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u306e\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3067\u304d\u308b\u3053\u3068<\/span>\u3067\u3059\u3002<br>\u5b9f\u969b\u306b\u884c\u308f\u305b\u305f\u3044\u4f5c\u696d\u306b\u8fd1\u3044\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u7528\u9014\u306b\u9069\u3057\u305f\u56de\u7b54\u3084\u51e6\u7406\u3092\u884c\u3044\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u6c7a\u307e\u3063\u305f\u624b\u9806\u3067\u6587\u7ae0\u3092\u4f5c\u6210\u3059\u308b\u696d\u52d9\u3084\u3001\u4e00\u5b9a\u306e\u57fa\u6e96\u306b\u6cbf\u3063\u3066\u60c5\u5831\u3092\u5206\u985e\u3059\u308b\u696d\u52d9\u306a\u3069\u3067\u306f\u3001\u305d\u306e\u76ee\u7684\u306b\u5408\u3063\u305f\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001AI\u3092\u3088\u308a\u4f7f\u3044\u3084\u3059\u3044\u5f62\u306b\u8abf\u6574\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__5_2\" class=\"wp-block-heading\">\u56de\u7b54\u306e\u5f62\u5f0f\u3084\u8868\u73fe\u3092\u7d71\u4e00\u3057\u3084\u3059\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u3092\u696d\u52d9\u3067\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u56de\u7b54\u5185\u5bb9\u3060\u3051\u3067\u306a\u304f\u3001\u6587\u7ae0\u306e\u5f62\u5f0f\u3084\u8868\u73fe\u3092\u7d71\u4e00\u3057\u305f\u3044\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<br>\u7d30\u304b\u3044\u30eb\u30fc\u30eb\u3092\u6bce\u56de\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u304c\u3001\u5229\u7528\u3059\u308b\u305f\u3073\u306b\u6307\u793a\u3092\u7e70\u308a\u8fd4\u3059\u5fc5\u8981\u304c\u3042\u308a\u3001\u6307\u793a\u304c\u8907\u96d1\u306b\u306a\u308b\u307b\u3069\u7ba1\u7406\u306e\u624b\u9593\u3082\u5897\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u56de\u7b54\u4f8b\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u5f62\u5f0f\u3084\u8868\u73fe\u306b\u6cbf\u3063\u305f\u56de\u7b54\u3092\u5f97\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br>\u5b8c\u5168\u306b\u540c\u3058\u5f62\u5f0f\u306e\u56de\u7b54\u304c\u5e38\u306b\u751f\u6210\u3055\u308c\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u304c\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">AI\u306e\u51fa\u529b\u50be\u5411\u3092\u76ee\u7684\u306b\u8fd1\u3065\u3051\u3089\u308c\u308b\u3053\u3068<\/span>\u306f\u30e1\u30ea\u30c3\u30c8\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__5_3\" class=\"wp-block-heading\">\u65e2\u5b58\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u5b66\u7fd2\u306e\u8ca0\u62c5\u3092\u6291\u3048\u3089\u308c\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u30e2\u30c7\u30eb\u3092\u4e00\u304b\u3089\u958b\u767a\u3059\u308b\u306b\u306f\u3001\u5927\u91cf\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u9ad8\u6027\u80fd\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3001\u9577\u3044\u5b66\u7fd2\u6642\u9593\u306a\u3069\u304c\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3001\u72ec\u81ea\u306b\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u307e\u305f\u3001\u8fd1\u5e74\u3067\u306f\u3001\u6bd4\u8f03\u7684\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u3084\u52b9\u7387\u7684\u306b\u8ffd\u52a0\u5b66\u7fd2\u3092\u884c\u3046\u305f\u3081\u306e\u6280\u8853\u3082\u5229\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u4ee5\u524d\u3088\u308a\u3082\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u53d6\u308a\u7d44\u307f\u3084\u3059\u3044\u74b0\u5883\u304c\u6574\u3044\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__6\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6ce8\u610f\u70b9\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<h3 id=\"outline__6_1\" class=\"wp-block-heading\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306b\u3088\u3063\u3066\u7d50\u679c\u304c\u5909\u308f\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u304c\u7d50\u679c\u306b\u5927\u304d\u304f\u5f71\u97ff\u3057\u307e\u3059\u3002<br>AI\u306b\u8eab\u306b\u3064\u3051\u3055\u305b\u305f\u3044\u5185\u5bb9\u3068\u95a2\u4fc2\u306e\u306a\u3044\u30c7\u30fc\u30bf\u3084\u3001\u8aa4\u308a\u3092\u542b\u3080\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u671f\u5f85\u3068\u306f\u7570\u306a\u308b\u56de\u7b54\u3092\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u91cf\u3084\u30e2\u30c7\u30eb\u306e\u7a2e\u985e\u3001\u5b66\u7fd2\u56de\u6570\u306a\u3069\u306b\u3088\u3063\u3066\u5fc5\u8981\u306a\u30b3\u30b9\u30c8\u306f\u5909\u308f\u308b\u305f\u3081\u3001\u5b9f\u969b\u306b\u5229\u7528\u3059\u308b\u969b\u306b\u306f\u3001\u4e8b\u524d\u306b\u6599\u91d1\u4f53\u7cfb\u3084\u5fc5\u8981\u306a\u74b0\u5883\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<br>\u307e\u305f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u306b\u3082\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u3001\u5b66\u7fd2\u305d\u306e\u3082\u306e\u3060\u3051\u3067\u306a\u304f\u6e96\u5099\u306b\u304b\u304b\u308b\u624b\u9593\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__6_3\" class=\"wp-block-heading\">\u5b66\u7fd2\u306e\u3055\u305b\u65b9\u306b\u3088\u3063\u3066\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u5834\u5408\u304c\u3042\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3048\u3070\u3001\u5fc5\u305aAI\u306e\u6027\u80fd\u304c\u5411\u4e0a\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u65b9\u6cd5\u304c\u9069\u5207\u3067\u306a\u3044\u5834\u5408\u306b\u306f\u3001\u304b\u3048\u3063\u3066\u56de\u7b54\u306e\u54c1\u8cea\u304c\u4f4e\u4e0b\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u3001\u5b66\u7fd2\u5f8c\u306e\u30e2\u30c7\u30eb\u3060\u3051\u3092\u78ba\u8a8d\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u524d\u306e\u30e2\u30c7\u30eb\u3068\u7d50\u679c\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/span>\u3067\u3059\u3002<br>\u8907\u6570\u306e\u8cea\u554f\u3084\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3001\u76ee\u7684\u3068\u3059\u308b\u4f5c\u696d\u3067\u306e\u52d5\u4f5c\u306f\u6539\u5584\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u305d\u308c\u4ee5\u5916\u306e\u6027\u80fd\u306b\u5927\u304d\u306a\u5f71\u97ff\u304c\u51fa\u3066\u3044\u306a\u3044\u304b\u306a\u3069\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u554f\u984c\u3092\u65e9\u3081\u306b\u898b\u3064\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__7\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306e\u9055\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u540c\u69d8\u3001AI\u3092\u7279\u5b9a\u306e\u7528\u9014\u306b\u5408\u308f\u305b\u3066\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u306e1\u3064\u306b\u3001<a href=\"https:\/\/cloud.google.com\/use-cases\/retrieval-augmented-generation\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">RAG<\/a>\u304c\u3042\u308a\u307e\u3059\u3002<br>\u3069\u3061\u3089\u3082AI\u306e\u56de\u7b54\u3092\u76ee\u7684\u306b\u5408\u308f\u305b\u308b\u305f\u3081\u306e\u65b9\u6cd5\u3067\u3059\u304c\u3001\u4ed5\u7d44\u307f\u3084\u5f97\u610f\u3068\u3059\u308b\u7528\u9014\u306b\u306f\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__7_1\" class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u8abf\u6574\u3059\u308b\u304b\u5916\u90e8\u60c5\u5831\u3092\u6d3b\u7528\u3059\u308b\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u65e2\u5b58\u306eAI\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u306e\u5b66\u7fd2\u3092\u884c\u3044\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<br>\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u7279\u5b9a\u306e\u56de\u7b54\u65b9\u6cd5\u3084\u8868\u73fe\u3001\u4f5c\u696d\u306e\u50be\u5411\u306a\u3069\u3092\u8eab\u306b\u3064\u3051\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001RAG\u306f\u3001AI\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3092\u8ffd\u52a0\u3067\u5b66\u7fd2\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u304b\u3089\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u53c2\u8003\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<br>\u5bfe\u8c61\u3068\u3059\u308b\u30c7\u30fc\u30bf\u3092\u3042\u3089\u304b\u3058\u3081\u691c\u7d22\u53ef\u80fd\u306a\u72b6\u614b\u306b\u3057\u3066\u304a\u304d\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u305d\u306e\u4e2d\u304b\u3089\u63a2\u3057\u3066AI\u306b\u6e21\u3059\u3053\u3068\u3067\u3001\u4e00\u822c\u7684\u306a\u751f\u6210AI\u304c\u6301\u305f\u306a\u3044\u77e5\u8b58\u306b\u3082\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u300c<span class=\"c-user01\" style=\"font-weight:bold;\">AI\u306e\u56de\u7b54\u306e\u4ed5\u65b9\u305d\u306e\u3082\u306e\u3092\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u65b9\u6cd5<\/span>\u300d\u3001RAG\u306f\u300c\u5fc5\u8981\u306a\u60c5\u5831\u3092\u63a2\u3057\u3066AI\u306b\u6e21\u3059\u65b9\u6cd5\u300d\u3068\u6349\u3048\u308b\u3068\u9055\u3044\u3092\u7406\u89e3\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-vs-rag.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306e\u9055\u3044\u3092\u793a\u3059\u6bd4\u8f03\u56f3\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/fine-tuning-vs-rag.webp\"\n    class=\"post-img\"\n    alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306e\u9055\u3044\u3092\u793a\u3059\u6bd4\u8f03\u56f3\"\n    loading=\"lazy\"\n  >\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\n    \u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u8abf\u6574\u3059\u308b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u3001\u5916\u90e8\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u306b\u6d3b\u304b\u3059RAG\u306e\u9055\u3044\n  <\/figcaption>\n<\/figure>\n\n\n\n<h3 id=\"outline__7_2\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u304c\u5411\u3044\u3066\u3044\u308b\u7528\u9014<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u7279\u5b9a\u306e\u6587\u7ae0\u8868\u73fe\u3084\u56de\u7b54\u5f62\u5f0f\u3092\u8eab\u306b\u3064\u3051\u3055\u305b\u305f\u3044\u5834\u5408\u3084\u3001\u6c7a\u307e\u3063\u305f\u57fa\u6e96\u3067\u5206\u985e\u30fb\u51e6\u7406\u3092\u884c\u308f\u305b\u305f\u3044\u5834\u5408\u306a\u3069\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001RAG\u306f\u3001\u6700\u65b0\u306e\u60c5\u5831\u3084\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u308b\u60c5\u5831\u3092AI\u306b\u53c2\u7167\u3055\u305b\u305f\u3044\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<br>\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u53c2\u7167\u3059\u308b\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u305f\u3081\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u60c5\u5831\u3092\u56de\u7b54\u306b\u53cd\u6620\u3059\u308b\u305f\u3081\u306e\u30b3\u30b9\u30c8\u304c\u5c11\u306a\u304f\u6e08\u3080\u70b9\u304c\u7279\u5fb4<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"techmania-recirc\">\n<div class=\"techmania-recirc__label\">\u25bc\u3053\u3061\u3089\u3082\u30c1\u30a7\u30c3\u30af\u25bc<\/div>\n<a class=\"techmania-recirc__box\" href=\"https:\/\/techmania.jp\/blog\/langchain\/\">\n  <img decoding=\"async\" class=\"techmania-recirc__thumb\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/LangChain.webp\" alt=\"LangChain\u3068\u306f\uff1f\u3067\u304d\u308b\u3053\u3068\u30fb\u4ed5\u7d44\u307f\u30fb\u4f7f\u3044\u65b9\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac\">\n  <span class=\"techmania-recirc__title\">LangChain\u3068\u306f\uff1f\u3067\u304d\u308b\u3053\u3068\u30fb\u4ed5\u7d44\u307f\u30fb\u4f7f\u3044\u65b9\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac<\/span>\n  <span class=\"techmania-recirc__arrow\">\u25b6<\/span>\n<\/a>\n<\/div>\n\n\n\n<h3 id=\"outline__7_3\" class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306e\u4f7f\u3044\u5206\u3051<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306f\u3001\u76ee\u7684\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001AI\u306b\u6700\u65b0\u60c5\u5831\u3092\u56de\u7b54\u3055\u305b\u305f\u3044\u5834\u5408\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u60c5\u5831\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3073\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3067\u304d\u308bRAG\u306e\u65b9\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<br>\u4e00\u65b9\u3067\u3001\u56de\u7b54\u306e\u6587\u7ae0\u5f62\u5f0f\u3084\u51e6\u7406\u65b9\u6cd5\u3092\u5b89\u5b9a\u3055\u305b\u305f\u3044\u5834\u5408\u306f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u4e21\u65b9\u306e\u65b9\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<br>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306f\u7af6\u5408\u3059\u308b\u4ed5\u7d44\u307f\u3067\u306f\u306a\u304f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u5f79\u5272\u3092\u6301\u3064\u6280\u8853\u306e\u305f\u3081\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u65b9\u6cd5\u3092\u9078\u3076\u3053\u3068\u304c\u5927\u5207<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__8\" class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p 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