{"id":5397,"date":"2026-06-11T12:00:00","date_gmt":"2026-06-11T03:00:00","guid":{"rendered":"https:\/\/bytech.jp\/blog\/?p=5397"},"modified":"2026-06-12T14:51:01","modified_gmt":"2026-06-12T05:51:01","slug":"fine-tuning","status":"publish","type":"post","link":"https:\/\/bytech.jp\/blog\/fine-tuning\/","title":{"rendered":"\u3010\u306a\u305c\u91cd\u8981\uff1f\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff5c\u4ed5\u7d44\u307f\u3084\u5b9f\u65bd\u624b\u9806\u30fb\u6ce8\u610f\u70b9\u306b\u3064\u3044\u3066"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AI\u306e\u6d3b\u7528\u304c\u7af6\u4e89\u529b\u306b\u76f4\u7d50\u3059\u308b\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3092\u305d\u306e\u307e\u307e\u696d\u52d9\u5c0e\u5165\u3059\u308b\u3060\u3051\u3067\u306f\u3001\u5c02\u9580\u6027\u3084\u7cbe\u5ea6\u306e\u9762\u3067\u9650\u754c\u304c\u751f\u3058\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ffd\u52a0\u5b66\u7fd2\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u696d\u52d9\u3084\u5206\u91ce\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u5c02\u9580AI\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u30bc\u30ed\u304b\u3089\u306e\u958b\u767a\u3068\u6bd4\u3079\u3066\u3001\u30b3\u30b9\u30c8\u3068\u6642\u9593\u3092\u5927\u5e45\u306b\u6291\u3048\u306a\u304c\u3089\u3001\u9ad8\u7cbe\u5ea6\u306a\u5c02\u9580AI\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5b9f\u65bd\u624b\u9806\u30fb\u6ce8\u610f\u70b9\u306a\u3069\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-1-1024x576.jpg\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\" class=\"wp-image-5571\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-1-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-1-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-1-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-1-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-1.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Fine-tuning\uff09\u3068\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u9818\u57df\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3067\u8ffd\u52a0\u5b66\u7fd2\u3092\u884c\u3044\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e5\u672c\u8a9e\u3067\u306f\u3001\u300c\u5fae\u8abf\u6574\u300d\u3068\u3082\u8a33\u3055\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u6df7\u540c\u3055\u308c\u3084\u3059\u3044\u95a2\u9023\u624b\u6cd5\u3068\u306e\u9055\u3044\u30923\u9805\u76ee\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8b\u524d\u5b66\u7fd2\uff08\u30d7\u30ec\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff09\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u304c\u69cb\u7bc9\u3057\u305f\u6c4e\u7528\u77e5\u8b58\u3092\u571f\u53f0\u306b\u3057\u3066\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u696d\u52d9\u306b\u7279\u5316\u3055\u305b\u308b\u5de5\u7a0b\u3067\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u3084\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\u3001\u30e2\u30c7\u30eb\u306e\u57fa\u790e\u7684\u306a\u7406\u89e3\u529b\u3068\u6c4e\u7528\u7684\u306a\u77e5\u8b58\u3092\u69cb\u7bc9\u3059\u308b\u5de5\u7a0b\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u57fa\u306b\u3057\u3066\u3001\u7279\u5b9a\u306e\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6700\u9069\u5316\u3059\u308b\u8ffd\u52a0\u5b66\u7fd2\u306b\u3042\u305f\u308a\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u6bd4\u8f03\u9805\u76ee<\/td><td>\u4e8b\u524d\u5b66\u7fd2<\/td><td>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><\/tr><tr><td>\u76ee\u7684<\/td><td>\u6c4e\u7528\u7684\u306a\u77e5\u8b58\u306e\u7372\u5f97<\/td><td>\u7279\u5b9a\u30bf\u30b9\u30af\u3078\u306e\u7279\u5316<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u91cf<\/td><td>\u5927\u898f\u6a21\uff08\u6570\u767eGB\u301cTB\u7d1a\uff09<\/td><td>\u5c0f\u898f\u6a21\uff08\u6570\u767e\u301c\u6570\u5343\u4ef6\uff09<\/td><\/tr><tr><td>\u8a08\u7b97\u30b3\u30b9\u30c8<\/td><td>\u975e\u5e38\u306b\u9ad8\u3044<\/td><td>\u6bd4\u8f03\u7684\u4f4e\u3044<\/td><\/tr><tr><td>\u5b66\u7fd2\u6642\u9593<\/td><td>\u6570\u9031\u9593\u301c\u6570\u30f6\u6708<\/td><td>\u6570\u6642\u9593\u301c\u6570\u65e5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u308b\u306a\u3089\u3001\u4e8b\u524d\u5b66\u7fd2\u304c\u300c\u57fa\u790e\u4f53\u529b\u3065\u304f\u308a\u300d\u3067\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u300c\u5c02\u9580\u30b9\u30ad\u30eb\u3092\u78e8\u304f\u7279\u8a13\u300d\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u521d\u671f\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u8fc5\u901f\u306b\u9069\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bc\u30ed\u304b\u3089\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u6bd4\u3079\u3066\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u307b\u3046\u304c\u52b9\u7387\u7684\u306b\u9ad8\u7cbe\u5ea6\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30fbRAG\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u3001\u3044\u305a\u308c\u3082AI\u51fa\u529b\u3092\u6539\u5584\u3059\u308b\u624b\u6cd5\u3067\u3059\u304c\u3001\u30e2\u30c7\u30eb\u3078\u306e\u5e72\u6e09\u5ea6\u304c\u6839\u672c\u7684\u306b\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c3\u624b\u6cd5\u306e\u6982\u8981\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff1a\u30e2\u30c7\u30eb\u5185\u90e8\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u3066\u3001\u77e5\u8b58\u3084\u632f\u308b\u821e\u3044\u3092\u6052\u4e45\u7684\u306b\u5909\u66f4\u3059\u308b<\/li>\n\n\n\n<li>RAG\uff1a\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u5909\u66f4\u305b\u305a\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u307f\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff1a\u30e2\u30c7\u30eb\u3078\u306e\u5165\u529b\u6307\u793a\u3092\u5de5\u592b\u3059\u308b\u3053\u3068\u3067\u3001\u51fa\u529b\u306e\u8cea\u3084\u30b9\u30bf\u30a4\u30eb\u3092\u4e00\u6642\u7684\u306b\u8abf\u6574\u3059\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c3\u624b\u6cd5\u306e\u7279\u6027\u6bd4\u8f03\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u624b\u6cd5<\/td><td>\u30e2\u30c7\u30eb\u306e\u5909\u66f4<\/td><td>\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc<\/td><td>\u30b3\u30b9\u30c8\u76ee\u5b89<\/td><td>\u4e3b\u306a\u7528\u9014<\/td><\/tr><tr><td>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><td>\u3042\u308a\uff08\u6052\u4e45\u7684\uff09<\/td><td>\u56f0\u96e3<\/td><td>\u9ad8\u3044<\/td><td>\u5c02\u9580\u77e5\u8b58\u30fb\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u306e\u56fa\u5b9a<\/td><\/tr><tr><td>RAG<\/td><td>\u306a\u3057<\/td><td>\u5bb9\u6613<\/td><td>\u4e2d\u7a0b\u5ea6<\/td><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u60c5\u5831\u306e\u53c2\u7167<\/td><\/tr><tr><td>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/td><td>\u306a\u3057<\/td><td>\u5bfe\u5fdc\u53ef<\/td><td>\u4f4e\u3044<\/td><td>\u51fa\u529b\u30b9\u30bf\u30a4\u30eb\u306e\u8abf\u6574<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\u9762\u3067\u306e\u8ca0\u62c5\u306f3\u624b\u6cd5\u306e\u4e2d\u3067\u6700\u3082\u5c11\u306a\u3044\u4e00\u65b9\u3001\u30e2\u30c7\u30eb\u304c\u6301\u305f\u306a\u3044\u5c02\u9580\u77e5\u8b58\u306e\u88dc\u5b8c\u306b\u306f\u5bfe\u5fdc\u3057\u304d\u308c\u306a\u3044\u9762\u304c\u3042\u308a\u307e\u3059\u3002\u5b9f\u52d9\u3067\u306e\u9078\u629e\u57fa\u6e96\u3068\u3057\u3066\u306f\u3001\u307e\u305a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u304b\u3092\u691c\u8a3c\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u306a\u6d41\u308c\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><span class=\"swl-marker mark_orange\">\u5916\u90e8\u306e\u6700\u65b0\u60c5\u5831\u3092\u53c2\u7167\u3057\u305f\u3044\u5834\u5408\u306fRAG\u3092\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u77e5\u8b58\u3084\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u3092\u6839\u672c\u7684\u306b\u5909\u66f4\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8ee2\u79fb\u5b66\u7fd2\u3068\u306e\u95a2\u4fc2\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u8ee2\u79fb\u5b66\u7fd2\u306e\u4e00\u624b\u6cd5\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u304a\u308a\u3001\u8ffd\u52a0\u30c7\u30fc\u30bf\u306e\u91cf\u306b\u5fdc\u3058\u3066\u4ed6\u306e\u8ee2\u79fb\u5b66\u7fd2\u624b\u6cd5\u3068\u4f7f\u3044\u5206\u3051\u3089\u308c\u307e\u3059\u3002<strong><span class=\"swl-marker mark_orange\">\u8ee2\u79fb\u5b66\u7fd2\u3068\u306f\u3001\u3042\u308b\u30bf\u30b9\u30af\u3067\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3092\u5225\u306e\u30bf\u30b9\u30af\u3078\u518d\u5229\u7528\u3059\u308b\u624b\u6cd5\u306e\u7dcf\u79f0\u3067\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ee2\u79fb\u5b66\u7fd2\u306b\u306f\u5927\u304d\u304f2\u7a2e\u985e\u3042\u308a\u3001\u91cd\u307f\u3092\u56fa\u5b9a\u3057\u3066\u7279\u5fb4\u91cf\u62bd\u51fa\u5668\u3068\u3057\u3066\u4f7f\u3046\u65b9\u6cd5\u3068\u3001\u91cd\u307f\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u65b9\u6cd5\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u5f8c\u8005\u304c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3042\u305f\u308a\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306e\u4e00\u90e8\u307e\u305f\u306f\u5168\u4f53\u3092\u66f4\u65b0\u3057\u3066\u30bf\u30b9\u30af\u3078\u306e\u9069\u5fdc\u3092\u56f3\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u624b\u6cd5<\/td><td>\u91cd\u307f\u306e\u6271\u3044<\/td><td>\u5fc5\u8981\u30c7\u30fc\u30bf\u91cf<\/td><td>\u5b66\u7fd2\u306e\u6df1\u3055<\/td><\/tr><tr><td>\u91cd\u307f\u3092\u56fa\u5b9a\u3059\u308b\u8ee2\u79fb\u5b66\u7fd2<\/td><td>\u30d5\u30ea\u30fc\u30ba\uff08\u5909\u66f4\u306a\u3057\uff09<\/td><td>\u5c11\u91cf\u3067\u3082\u53ef<\/td><td>\u6d45\u3044\uff08\u51fa\u529b\u5c64\u306e\u307f\uff09<\/td><\/tr><tr><td>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><td>\u4e00\u90e8\u307e\u305f\u306f\u5168\u4f53\u3092\u66f4\u65b0<\/td><td>\u6bd4\u8f03\u7684\u591a\u91cf<\/td><td>\u6df1\u3044\uff08\u8907\u6570\u5c64\u3092\u66f4\u65b0\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u3044\u5206\u3051\u306e\u57fa\u6e96\u3068\u3057\u3066\u306f\u3001\u8ffd\u52a0\u30c7\u30fc\u30bf\u304c\u5341\u5206\u306b\u7528\u610f\u3067\u304d\u308b\u5834\u5408\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u9069\u3057\u3066\u3044\u308b\u3067\u3057\u3087\u3046\u3002\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u72b6\u6cc1\u3067\u306f\u3001\u91cd\u307f\u3092\u56fa\u5b9a\u3059\u308b\u8ee2\u79fb\u5b66\u7fd2\u306e\u624b\u6cd5\u304c\u6709\u52b9\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u306e\u5e83\u7bc4\u306a\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u306a\u304c\u3089\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u306e\u7279\u5316\u3057\u305f\u8abf\u6574\u3092\u52a0\u3048\u308b\u624b\u6cd5\u3067\u3059\u3002\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3059\u308b\u5834\u5408\u306b\u6bd4\u3079\u3066\u3001\u904e\u5b66\u7fd2\u30ea\u30b9\u30af\u3092\u6291\u3048\u306a\u304c\u3089\u9ad8\u7cbe\u5ea6\u306a\u30e2\u30c7\u30eb\u3092\u52b9\u7387\u7684\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u91cd\u8981\u3068\u3055\u308c\u308b3\u3064\u306e\u7406\u7531<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-2-1024x576.jpg\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u91cd\u8981\u3068\u3055\u308c\u308b3\u3064\u306e\u7406\u7531\" class=\"wp-image-5572\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-2-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-2-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-2-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-2-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-2.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u591a\u304f\u306e\u4f01\u696d\u3084\u958b\u767a\u73fe\u5834\u3067\u5e83\u304f\u63a1\u7528\u3055\u308c\u308b\u80cc\u666f\u306b\u306f\u3001\u660e\u78ba\u306a\u7406\u7531\u304c\u3042\u308a\u307e\u3059\u3002\u30bc\u30ed\u304b\u3089\u306e\u30e2\u30c7\u30eb\u69cb\u7bc9\u3068\u6bd4\u8f03\u3057\u305f\u30b3\u30b9\u30c8\u9762\u3067\u306e\u512a\u4f4d\u6027\u3084\u3001\u7279\u5b9a\u5206\u91ce\u3078\u306e\u9ad8\u3044\u9069\u5fdc\u529b\u3001\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u306e\u7cbe\u5ea6\u5b9f\u73fe\u306a\u3069\u304c\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u91cd\u8981\u3068\u3055\u308c\u308b3\u3064\u306e\u7406\u7531\u3092\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30bc\u30ed\u304b\u3089\u306e\u5b66\u7fd2\u306b\u6bd4\u3079\u3066\u30b3\u30b9\u30c8\u3068\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3084\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3092\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u81a8\u5927\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3068\u9577\u671f\u9593\u306e\u5b66\u7fd2\u6642\u9593\u304c\u5fc5\u8981\u3067\u3059\u3002\u6570\u767e\u4e07\u301c\u6570\u5341\u5104\u898f\u6a21\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u6574\u5099\u3060\u3051\u3067\u3082\u3001\u76f8\u5f53\u306a\u30b3\u30b9\u30c8\u8ca0\u62c5\u304c\u751f\u3058\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\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u51fa\u767a\u70b9\u3068\u3059\u308b\u305f\u3081\u3001<strong><span class=\"swl-marker mark_orange\">\u8ffd\u52a0\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u306b\u304b\u304b\u308b\u8ca0\u62c5\u3092\u5927\u5e45\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u306eGPT\u30e2\u30c7\u30eb\u3067\u306f\u300150\u301c100\u4ef6\u7a0b\u5ea6\u306e\u30b5\u30f3\u30d7\u30eb\u304b\u3089\u3067\u3082\u52b9\u679c\u7684\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u53ef\u80fd\u3067\u3059\u3002PEFT\u306a\u3069\u306e\u52b9\u7387\u7684\u306a\u624b\u6cd5\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001\u5927\u898f\u6a21\u306a\u30a4\u30f3\u30d5\u30e9\u6295\u8cc7\u306a\u3057\u3067\u3082\u9ad8\u54c1\u8cea\u306a\u30e2\u30c7\u30eb\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3055\u304c\u3001\u4f01\u696d\u898f\u6a21\u3092\u554f\u308f\u305a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5e83\u304f\u63a1\u7528\u3055\u308c\u308b\u7406\u7531\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u3064\u306a\u304c\u308b\u4e3b\u306a\u8981\u56e0\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u6574\u5099\u91cf\u3092\u5c11\u91cf\u306b\u6291\u3048\u3089\u308c\u308b<\/li>\n\n\n\n<li>GPU\u306a\u3069\u306e\u9ad8\u6027\u80fd\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u7a3c\u50cd\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3067\u304d\u308b<\/li>\n\n\n\n<li>PEFT\u306a\u3069\u306e\u52b9\u7387\u7684\u624b\u6cd5\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u30a4\u30f3\u30d5\u30e9\u306a\u3057\u3067\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c02\u9580\u5206\u91ce\u3084\u81ea\u793e\u696d\u52d9\u306b\u7279\u5316\u3057\u305fAI\u3092\u69cb\u7bc9\u3067\u304d\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6c4e\u7528\u7684\u306a\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u5e45\u5e83\u3044\u77e5\u8b58\u3092\u6301\u3061\u307e\u3059\u304c\u3001\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u306a\u3069\u306e\u5c02\u9580\u5206\u91ce\u3084\u4f01\u696d\u56fa\u6709\u306e\u696d\u52d9\u30eb\u30fc\u30eb\u306b\u306f\u3001\u5bfe\u5fdc\u3057\u304d\u308c\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001<strong><span class=\"swl-marker mark_orange\">\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3084\u696d\u754c\u7279\u6709\u306e\u6587\u8108\u3092\u30e2\u30c7\u30eb\u306b\u5b66\u7fd2\u3055\u305b\u3089\u308c\u307e\u3059\u3002<\/span><\/strong>\u533b\u7642\u5206\u91ce\u3067\u306f\u3001\u5c02\u9580\u7528\u8a9e\u3084\u8a3a\u65ad\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u5c02\u9580\u7684\u306a\u8cea\u554f\u3078\u306e\u56de\u7b54\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u81ea\u793e\u306e\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u9867\u5ba2\u5bfe\u5fdc\u5c65\u6b74\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3068\u3001\u30d6\u30e9\u30f3\u30c9\u72ec\u81ea\u306e\u30c8\u30fc\u30f3\u3067\u5fdc\u7b54\u3059\u308b\u793e\u5185\u7279\u5316\u578bAI\u306e\u69cb\u7bc9\u3082\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u6d3b\u7528\u5206\u91ce<\/td><td>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f8b<\/td><td>\u671f\u5f85\u3067\u304d\u308b\u52b9\u679c<\/td><\/tr><tr><td>\u533b\u7642<\/td><td>\u8a3a\u65ad\u30c7\u30fc\u30bf\u30fb\u533b\u7642\u8ad6\u6587<\/td><td>\u5c02\u9580\u7528\u8a9e\u3078\u306e\u5bfe\u5fdc\u7cbe\u5ea6\u5411\u4e0a<\/td><\/tr><tr><td>\u6cd5\u5f8b<\/td><td>\u5224\u4f8b\u30fb\u5951\u7d04\u66f8<\/td><td>\u6cd5\u7684\u6587\u66f8\u306e\u6b63\u78ba\u306a\u89e3\u91c8<\/td><\/tr><tr><td>\u793e\u5185\u696d\u52d9<\/td><td>\u30de\u30cb\u30e5\u30a2\u30eb\u30fb\u5bfe\u5fdc\u5c65\u6b74<\/td><td>\u81ea\u793e\u30eb\u30fc\u30eb\u306b\u6cbf\u3063\u305f\u56de\u7b54\u751f\u6210<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u3084\u3059\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u8a00\u8a9e\u7406\u89e3\u529b\u3084\u753b\u50cf\u8a8d\u8b58\u529b\u3092\u571f\u53f0\u306b\u3059\u308b\u305f\u3081\u3001\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u7cbe\u5ea6\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3084\u3059\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u521d\u671f\u5024\u3092\u4fdd\u6301\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u306e\u53ce\u675f\u304c\u901f\u304f\u306a\u308a\u307e\u3059\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u521d\u671f\u5024\u304c\u904e\u5b66\u7fd2\u3092\u6291\u5236\u3057\u3001\u6c4e\u5316\u6027\u80fd\u306e\u7dad\u6301\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u82f1\u8a9e\u306a\u3069\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3067\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u4f4e\u30ea\u30bd\u30fc\u30b9\u8a00\u8a9e\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3082\u5fdc\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u54c1\u8cea\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u308b\u4e8b\u4f8b\u3082\u3001\u5b9f\u969b\u306b\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u521d\u671f\u6bb5\u968e\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u304c\u8fc5\u901f\u5316\u3055\u308c\u308b\u305f\u3081\u3001\u521d\u671f\u6295\u8cc7\u3092\u6291\u3048\u306a\u304c\u3089\u77ed\u671f\u9593\u3067PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u3092\u5b9f\u65bd\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6709\u52b9\u306a\u30b1\u30fc\u30b9\u4f8b\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u7279\u5b9a\u696d\u754c\u306e\u5c02\u9580\u7528\u8a9e\u8f9e\u5178\u3084\u793e\u5185FAQ\u3092\u6570\u767e\u4ef6\u7a0b\u5ea6\u3067\u5b66\u7fd2\u3055\u305b\u308b\u5834\u5408<\/li>\n\n\n\n<li>\u4f4e\u30ea\u30bd\u30fc\u30b9\u8a00\u8a9e\u306e\u7ffb\u8a33\u30e2\u30c7\u30eb\u3092\u82f1\u8a9e\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u304b\u3089\u8ee2\u7528\u3059\u308b\u5834\u5408<\/li>\n\n\n\n<li>\u65b0\u88fd\u54c1\u30ea\u30ea\u30fc\u30b9\u5f8c\u306b\u53ce\u96c6\u3057\u305f\u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5373\u5ea7\u306b\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u5834\u5408<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-3-1024x576.jpg\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f\" class=\"wp-image-5573\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-3-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-3-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-3-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-3-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-3.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u8d77\u70b9\u3068\u3057\u305f\u4e00\u9023\u306e\u5de5\u7a0b\u3067\u6210\u308a\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u5185\u90e8\u3067\u3069\u306e\u3088\u3046\u306a\u51e6\u7406\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u304b\u306e\u7406\u89e3\u306f\u3001\u9069\u5207\u306a\u624b\u6cd5\u306e\u9078\u629e\u3084\u7cbe\u5ea6\u6539\u5584\u306e\u5224\u65ad\u306b\u76f4\u7d50\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u91cd\u307f\u306e\u5f15\u304d\u7d99\u304e\u30fb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5fae\u8abf\u6574\u30fb\u518d\u5b66\u7fd2\u3055\u305b\u308b\u5c64\u306e\u9078\u629e\u3068\u3044\u30463\u3064\u306e\u89b3\u70b9\u304b\u3089\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u5f15\u304d\u7d99\u3050<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u51fa\u767a\u70b9\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u305d\u306e\u307e\u307e\u5f15\u304d\u7d99\u3050\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u3001\u6570\u767e\u4e07\u301c\u6570\u5341\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4fdd\u6709\u3057\u3066\u3044\u307e\u3059\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5404\u30ce\u30fc\u30c9\u306b\u304a\u3051\u308b\u91cd\u307f\u3084\u30d0\u30a4\u30a2\u30b9\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u5927\u898f\u6a21\u306a\u5b66\u7fd2\u904e\u7a0b\u3067\u65e2\u306b\u6700\u9069\u5316\u304c\u65bd\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3067\u3042\u308c\u3070\u3001\u521d\u671f\u5c64\u3067\u30a8\u30c3\u30b8\u3084\u30c6\u30af\u30b9\u30c1\u30e3\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u8996\u899a\u7279\u5fb4\u3092\u6349\u3048\u308b\u80fd\u529b\u3092\u7372\u5f97\u6e08\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6df1\u3044\u5c64\u3067\u306f\u3001\u3088\u308a\u62bd\u8c61\u7684\u306a\u6982\u5ff5\u3092\u8b58\u5225\u3059\u308b\u529b\u3082\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3001\u6587\u6cd5\u69cb\u9020\u3084\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u6027\u3068\u3044\u3063\u305f\u6c4e\u7528\u7684\u306a\u8a00\u8a9e\u7406\u89e3\u529b\u3092\u3001\u4e8b\u524d\u5b66\u7fd2\u3092\u901a\u3058\u3066\u7fd2\u5f97\u6e08\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><span class=\"swl-marker mark_orange\">\u65e2\u5b58\u306e\u77e5\u8b58\u57fa\u76e4\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30bc\u30ed\u304b\u3089\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u306b\u6bd4\u3079\u3066\u5b66\u7fd2\u3092\u5927\u5e45\u306b\u52b9\u7387\u5316\u3067\u304d\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30e2\u30c7\u30eb\u5225\u306e\u4e8b\u524d\u7fd2\u5f97\u77e5\u8b58\u306e\u4f8b\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u30e2\u30c7\u30eb\u306e\u7a2e\u985e<\/td><td>\u7fd2\u5f97\u3057\u3066\u3044\u308b\u77e5\u8b58\u306e\u7279\u5fb4<\/td><\/tr><tr><td>\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb<\/td><td>\u30a8\u30c3\u30b8\u30fb\u30c6\u30af\u30b9\u30c1\u30e3\u306a\u3069\u306e\u8996\u899a\u7279\u5fb4\u3001\u62bd\u8c61\u7684\u6982\u5ff5\u306e\u8b58\u5225\u80fd\u529b<\/td><\/tr><tr><td>\u8a00\u8a9e\u30e2\u30c7\u30eb<\/td><td>\u6587\u6cd5\u69cb\u9020\u30fb\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u6027\u30fb\u6587\u8108\u7406\u89e3\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u91cd\u307f\u3092\u5f15\u304d\u7d99\u3044\u3060\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u3001\u7279\u5b9a\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3057\u305f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3057\u307e\u3059\u3002<strong><span class=\"swl-marker mark_orange\">\u5fae\u8abf\u6574\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30d5\u30a9\u30ef\u30fc\u30c9\u30d1\u30b9\u3068\u30d0\u30c3\u30af\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3\u3092\u7e70\u308a\u8fd4\u3057\u3066\u640d\u5931\u95a2\u6570\u306e\u5024\u3092\u4e0b\u3052\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u4e3b\u8981\u30d7\u30ed\u30bb\u30b9\u306e\u6982\u8981\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u30d5\u30a9\u30ef\u30fc\u30c9\u30d1\u30b9\uff1a\u30e2\u30c7\u30eb\u304c\u5165\u529b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3066\u4e88\u6e2c\u5024\u3092\u51fa\u529b\u3059\u308b\u5de5\u7a0b<\/li>\n\n\n\n<li>\u30d0\u30c3\u30af\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3\uff1a\u4e88\u6e2c\u8aa4\u5dee\u3092\u3082\u3068\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u91cd\u307f\u3092\u66f4\u65b0\u3059\u308b\u5de5\u7a0b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6642\u3088\u308a\u3082\u610f\u56f3\u7684\u306b\u5c0f\u3055\u3044\u5b66\u7fd2\u7387\u3092\u63a1\u7528\u3057\u307e\u3059\u3002\u5b66\u7fd2\u7387\u3092\u4f4e\u304f\u6291\u3048\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u304c\u4e8b\u524d\u5b66\u7fd2\u3067\u7372\u5f97\u3057\u305f\u5e83\u7bc4\u306a\u77e5\u8b58\u3092\u640d\u306a\u308f\u305a\u306b\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u9069\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u8cea\u554f\u3068\u7406\u60f3\u7684\u306a\u56de\u7b54\u306e\u30da\u30a2\u3092\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3057\u3066\u6e96\u5099\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u8cea\u554f\u3068\u56de\u7b54\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u30bf\u30b9\u30af\u3078\u306e\u5bfe\u5fdc\u529b\u304c\u7740\u5b9f\u306b\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3084\u30a8\u30dd\u30c3\u30af\u6570\u306a\u3069\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a\u306f\u3001\u8907\u6570\u56de\u306e\u8a66\u884c\u3092\u7d4c\u3066\u6700\u9069\u5316\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u4e3b\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead style=\"--thead-color--bg:#fff;--thead-color--txt:var(--swl-text_color--black)\"><tr><td>\u30cf\u30a4\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc<\/td><td>\u5f79\u5272<\/td><\/tr><\/thead><tbody><tr><td>\u5b66\u7fd2\u7387\uff08Learning Rate\uff09<\/td><td>\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u66f4\u65b0\u5e45\u3092\u5236\u5fa1\u3059\u308b<\/td><\/tr><tr><td>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba<\/td><td>\u4e00\u5ea6\u306b\u51e6\u7406\u3059\u308b\u30c7\u30fc\u30bf\u4ef6\u6570\u3092\u6307\u5b9a\u3059\u308b<\/td><\/tr><tr><td>\u30a8\u30dd\u30c3\u30af\u6570<\/td><td>\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4f55\u5468\u51e6\u7406\u3059\u308b\u304b\u3092\u6307\u5b9a\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u306b\u51fa\u529b\u5c64\u306b\u8fd1\u3044\u5c64\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5165\u529b\u306b\u8fd1\u3044\u5c64\u306f\u3001\u30a8\u30c3\u30b8\u3084\u6587\u6cd5\u69cb\u9020\u3068\u3044\u3063\u305f\u6c4e\u7528\u7684\u306a\u7279\u5fb4\u3092\u6349\u3048\u307e\u3059\u3002\u51fa\u529b\u306b\u8fd1\u3044\u5c64\u307b\u3069\u3001\u30bf\u30b9\u30af\u56fa\u6709\u306e\u5177\u4f53\u7684\u306a\u7279\u5fb4\u3092\u6349\u3048\u308b\u50be\u5411\u304c\u3042\u308a\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\u4e00\u822c\u306b\u3001\u5165\u529b\u5c64\u306b\u8fd1\u3044\u91cd\u307f\u3092\u30d5\u30ea\u30fc\u30ba\u3057\u3066\u51fa\u529b\u5c64\u306b\u8fd1\u3044\u5c64\u306e\u307f\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u306e\u304c\u57fa\u672c\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u65b0\u3057\u3044\u30bf\u30b9\u30af\u304c\u5143\u306e\u30bf\u30b9\u30af\u306b\u985e\u4f3c\u3057\u3066\u3044\u308b\u307b\u3069\u3001\u30d5\u30ea\u30fc\u30ba\u3067\u304d\u308b\u5c64\u306e\u5272\u5408\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u306a\u7bc4\u56f2\u304c\u5c0f\u3055\u304f\u306a\u308b\u5206\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u3082\u76f4\u7d50\u3057\u307e\u3059\u3002\u65e2\u5b58\u30e2\u30c7\u30eb\u306e\u6700\u7d42\u5c64\u306b\u65b0\u305f\u306a\u5c64\u3092\u8ffd\u52a0\u3057\u305f\u3046\u3048\u3067\u3001\u8ffd\u52a0\u5c64\u306e\u307f\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306e\u3082\u5b9f\u7528\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u5bfe\u8c61\u3092\u51fa\u529b\u5c64\u4ed8\u8fd1\u306e\u9650\u5b9a\u3057\u305f\u5c64\u306b\u7d5e\u308b\u3053\u3068\u3067\u3001<strong><span class=\"swl-marker mark_orange\">\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u6291\u3048\u305f\u52b9\u7387\u7684\u306a\u8ffd\u52a0\u5b66\u7fd2\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/strong>\u4e8b\u524d\u5b66\u7fd2\u3067\u57f9\u3063\u305f\u6c4e\u7528\u7684\u306a\u57fa\u790e\u77e5\u8b58\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u306e\u5bfe\u5fdc\u529b\u3092\u540c\u6642\u306b\u7372\u5f97\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u518d\u5b66\u7fd2\u5bfe\u8c61\u306e\u5c64\u306e\u9078\u3073\u65b9\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u72b6\u6cc1<\/td><td>\u518d\u5b66\u7fd2\u3055\u305b\u308b\u7bc4\u56f2<\/td><\/tr><tr><td>\u65b0\u30bf\u30b9\u30af\u304c\u5143\u30bf\u30b9\u30af\u306b\u985e\u4f3c\u3057\u3066\u3044\u308b\u5834\u5408<\/td><td>\u51fa\u529b\u5c64\u4ed8\u8fd1\u306e\u5c11\u6570\u5c64\u306e\u307f<\/td><\/tr><tr><td>\u65b0\u30bf\u30b9\u30af\u304c\u5143\u30bf\u30b9\u30af\u3068\u5927\u304d\u304f\u7570\u306a\u308b\u5834\u5408<\/td><td>\u51fa\u529b\u301c\u4e2d\u9593\u5c64\u306a\u3069\u5e83\u3044\u7bc4\u56f2<\/td><\/tr><tr><td>\u7528\u610f\u3067\u304d\u308b\u30c7\u30fc\u30bf\u91cf\u304c\u5c11\u306a\u3044\u5834\u5408<\/td><td>\u518d\u5b66\u7fd2\u7bc4\u56f2\u3092\u7d5e\u3063\u3066\u904e\u5b66\u7fd2\u3092\u6291\u5236<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4e3b\u306a\u7a2e\u985e3\u3064<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-4-1024x576.jpg\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4e3b\u306a\u7a2e\u985e3\u3064\" class=\"wp-image-5574\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-4-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-4-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-4-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-4-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-4.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u76ee\u7684\u3084\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u5236\u7d04\u306b\u5fdc\u3058\u3066\u9078\u3079\u308b\u8907\u6570\u306e\u624b\u6cd5\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u624b\u6cd5\u3054\u3068\u306b\u66f4\u65b0\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u7bc4\u56f2\u30fb\u8a08\u7b97\u30b3\u30b9\u30c8\u30fb\u9069\u7528\u5834\u9762\u304c\u3001\u5927\u304d\u304f\u7570\u306a\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30fbPEFT\u30fbRLHF\u306e3\u7a2e\u985e\u306e\u7279\u6027\u3068\u4f7f\u3044\u5206\u3051\u306e\u57fa\u6e96\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08FFT\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08FFT\uff09\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u3059\u3079\u3066\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/span><\/strong>\u6982\u5ff5\u7684\u306b\u306f\u4e8b\u524d\u5b66\u7fd2\u3068\u985e\u4f3c\u3057\u305f\u5de5\u7a0b\u3067\u3042\u308a\u3001\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u521d\u671f\u72b6\u614b\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3059\u3079\u3066\u306e\u5c64\u3092\u5b66\u7fd2\u5bfe\u8c61\u3068\u3059\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u3078\u306e\u5f71\u97ff\u306f3\u624b\u6cd5\u306e\u4e2d\u3067\u6700\u5927\u3067\u3059\u3002\u7cbe\u5ea6\u9762\u3067\u306f\u3001\u4e00\u822c\u7684\u306b3\u624b\u6cd5\u306e\u4e2d\u3067\u6700\u826f\u306e\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8a08\u7b97\u8cc7\u6e90\u304c\u8c4a\u5bcc\u3067\u3001\u9ad8\u54c1\u8cea\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u7528\u610f\u3067\u304d\u308b\u74b0\u5883\u306b\u6700\u3082\u9069\u3057\u305f\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08FFT\uff09\u306e\u57fa\u672c\u60c5\u5831\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u9805\u76ee<\/td><td>\u5185\u5bb9<\/td><\/tr><tr><td>\u66f4\u65b0\u5bfe\u8c61<\/td><td>\u30e2\u30c7\u30eb\u306e\u3059\u3079\u3066\u306e\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><\/tr><tr><td>\u5fc5\u8981\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9<\/td><td>\u975e\u5e38\u306b\u5927\u304d\u3044\uff08\u9ad8\u30b9\u30da\u30c3\u30afGPU\u304c\u5fc5\u9808\uff09<\/td><\/tr><tr><td>\u7cbe\u5ea6\u6c34\u6e96<\/td><td>3\u624b\u6cd5\u306e\u4e2d\u3067\u6700\u9ad8\u6c34\u6e96<\/td><\/tr><tr><td>\u4e3b\u306a\u30ea\u30b9\u30af<\/td><td>\u5927\u91cf\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u30fb\u4f4e\u54c1\u8cea\u30c7\u30fc\u30bf\u306b\u3088\u308b\u30e2\u30c7\u30eb\u5168\u4f53\u3078\u306e\u60aa\u5f71\u97ff<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u5104\u301c\u6570\u5341\u5104\u500b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f\u3001\u5168\u30d1\u30e9\u30e1\u30fc\u30bf\u66f4\u65b0\u306b\u81a8\u5927\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3068\u30e1\u30e2\u30ea\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8cea\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u3001\u4e8b\u524d\u5b66\u7fd2\u3067\u7372\u5f97\u3057\u305f\u77e5\u8b58\u3054\u3068\u30e2\u30c7\u30eb\u5168\u4f53\u306b\u60aa\u5f71\u97ff\u304c\u53ca\u3076\u30ea\u30b9\u30af\u3082\u3042\u308a\u307e\u3059\u3002\u8a08\u7b97\u8cc7\u6e90\u304c\u6f64\u6ca2\u3067\u3001\u30c7\u30fc\u30bf\u91cf\u3082\u5341\u5206\u306b\u78ba\u4fdd\u3067\u304d\u308b\u74b0\u5883\u306b\u5411\u3044\u305f\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">PEFT\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PEFT\uff08Parameter-Efficient Fine-Tuning\uff09\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30e2\u30c7\u30eb\u306e\u4e00\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u307f\u3092\u5b66\u7fd2\u5bfe\u8c61\u3068\u3059\u308b\u3001\u8a08\u7b97\u52b9\u7387\u578b\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u306e\u7dcf\u79f0\u3067\u3059\u3002<\/span><\/strong>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u6bd4\u3079\u3001\u30e1\u30e2\u30ea\u3068\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u4e21\u9762\u3067\u8ca0\u62c5\u304c\u5927\u5e45\u306b\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PEFT\u306f\u3001\u308f\u305a\u304b\u6570\u30d1\u30fc\u30bb\u30f3\u30c8\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3060\u3051\u3067\u3001\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5339\u6575\u3059\u308b\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3067\u304d\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002\u7834\u6ec5\u7684\u5fd8\u5374\u306e\u8efd\u6e1b\u306b\u3082\u52b9\u679c\u7684\u3068\u3055\u308c\u3066\u304a\u308a\u3001\u4e8b\u524d\u5b66\u7fd2\u3067\u7372\u5f97\u3057\u305f\u77e5\u8b58\u3092\u4fdd\u6301\u3057\u3084\u3059\u3044\u306e\u3082\u5f37\u307f\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1cPEFT\u306e\u4ee3\u8868\u7684\u306a\u624b\u6cd5\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u624b\u6cd5<\/td><td>\u6982\u8981<\/td><\/tr><tr><td>LoRA<\/td><td>\u91cd\u307f\u884c\u5217\u306b\u30a2\u30c0\u30d7\u30bf\u30fc\u884c\u5217\u3092\u4e26\u5217\u8ffd\u52a0\u3057\u3001\u30a2\u30c0\u30d7\u30bf\u30fc\u90e8\u5206\u306e\u307f\u3092\u5b66\u7fd2\u3055\u305b\u308b<\/td><\/tr><tr><td>QLoRA<\/td><td>LoRA\u306b\u30e2\u30c7\u30eb\u306e\u91cf\u5b50\u5316\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u3055\u3089\u306b\u30e1\u30e2\u30ea\u52b9\u7387\u3092\u9ad8\u3081\u305f\u624b\u6cd5<\/td><\/tr><tr><td>Prefix Tuning<\/td><td>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u306e\u5404\u5c64\u306b\u30bf\u30b9\u30af\u56fa\u6709\u306e\u30d9\u30af\u30c8\u30eb\u3092\u8ffd\u52a0\u3059\u308b<\/td><\/tr><tr><td>Prompt Tuning<\/td><td>\u5b66\u7fd2\u53ef\u80fd\u306a\u30bd\u30d5\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5c0e\u5165\u3057\u3066\u51fa\u529b\u3092\u8abf\u6574\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u3068QLoRA\u306f\u7279\u306b\u3001GPU\u30e1\u30e2\u30ea\u304c\u9650\u3089\u308c\u305f\u74b0\u5883\u3067\u6709\u52b9\u306b\u6a5f\u80fd\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u30b3\u30b9\u30c8\u3084\u8a08\u7b97\u8cc7\u6e90\u306b\u5236\u7d04\u304c\u3042\u308b\u5b9f\u52d9\u74b0\u5883\u3067\u306f\u3001PEFT\u304c\u6700\u521d\u306b\u691c\u8a0e\u3059\u3079\u304d\u73fe\u5b9f\u7684\u306a\u9078\u629e\u80a2\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RLHF\uff08\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u308b\u5f37\u5316\u5b66\u7fd2\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RLHF\uff08Reinforcement Learning from Human Feedback\uff09\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3082\u3068\u306b\u30e2\u30c7\u30eb\u3092\u5f37\u5316\u5b66\u7fd2\u3067\u8abf\u6574\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/span><\/strong>\u6559\u5e2b\u3042\u308a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08SFT\uff09\u3067\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u304d\u306e\u5177\u4f53\u4f8b\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u306b\u632f\u308b\u821e\u3044\u3092\u5b66\u3070\u305b\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u300c\u5f79\u306b\u7acb\u3064\u300d\u300c\u4e8b\u5b9f\u306e\u6b63\u78ba\u3055\u300d\u300c\u5171\u611f\u300d\u3068\u3044\u3063\u305f\u62bd\u8c61\u7684\u306a\u54c1\u8cea\u3092\u30c7\u30fc\u30bf\u3060\u3051\u3067\u6559\u3048\u308b\u306e\u306f\u3001SFT\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1cRLHF\u306e\u30d7\u30ed\u30bb\u30b9\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-num_circle\">\n<li>\u30e2\u30c7\u30eb\u306b\u8907\u6570\u306e\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u308b<\/li>\n\n\n\n<li>\u4eba\u9593\u306e\u30c6\u30b9\u30bf\u30fc\u304c\u56de\u7b54\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b<\/li>\n\n\n\n<li>\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u5831\u916c\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b<\/li>\n\n\n\n<li>\u5831\u916c\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u305f\u5f37\u5316\u5b66\u7fd2\u3067LLM\u81ea\u4f53\u3092\u6539\u5584\u3059\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT\u306e\u958b\u767a\u306b\u304a\u3044\u3066RLHF\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u305f\u3053\u3068\u306f\u3001\u5e83\u304f\u77e5\u3089\u308c\u305f\u4e8b\u4f8b\u3067\u3059\u3002\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6291\u5236\u3084\u3001\u502b\u7406\u7684\u306b\u4e0d\u9069\u5207\u306a\u51fa\u529b\u306e\u9632\u6b62\u306b\u3082\u52b9\u679c\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u9593\u306e\u611f\u899a\u3084\u4fa1\u5024\u89b3\u3092\u53cd\u6620\u3057\u305f\u9ad8\u54c1\u8cea\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u3044\u5834\u9762\u3067\u3001RLHF\u306f\u7279\u306b\u6709\u52b9\u306a\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u5834\u9762\u5225\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6d3b\u7528\u4e8b\u4f8b4\u9078<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-5-1024x576.jpg\" alt=\"\u3010\u5834\u9762\u5225\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6d3b\u7528\u4e8b\u4f8b4\u9078\" class=\"wp-image-5575\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-5-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-5-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-5-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-5-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_00-5.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u304b\u3089\u753b\u50cf\u8a8d\u8b58\u307e\u3067\u3001\u5e45\u5e83\u3044\u9818\u57df\u3067\u5b9f\u7528\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u3069\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3067\u3001\u81ea\u793e\u3078\u306e\u5c0e\u5165\u30a4\u30e1\u30fc\u30b8\u304c\u6e67\u304d\u3084\u3059\u304f\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ee3\u8868\u7684\u306a4\u3064\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u5411\u3051\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u5411\u3051\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u52b9\u679c\u304c\u5b9f\u52d9\u30ec\u30d9\u30eb\u3067\u6700\u3082\u660e\u78ba\u306b\u73fe\u308c\u308b\u7528\u9014\u306e\u4e00\u3064\u3067\u3059\u3002\u6c4e\u7528LLM\u306f\u4e00\u822c\u7684\u306a\u4f1a\u8a71\u80fd\u529b\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u304c\u3001\u7279\u5b9a\u4f01\u696d\u306e\u88fd\u54c1\u60c5\u5831\u3084\u30b5\u30fc\u30d3\u30b9\u30eb\u30fc\u30eb\u3001\u696d\u754c\u56fa\u6709\u306e\u8a00\u3044\u56de\u3057\u3078\u306e\u5bfe\u5fdc\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p 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is-style-check_list\">\n<li>\u5546\u54c1\u306e\u8fd4\u91d1\u30fb\u8fd4\u54c1\u5bfe\u5fdc\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u3078\u306e\u56de\u7b54<\/li>\n\n\n\n<li>\u5229\u7528\u898f\u7d04\u3084\u4f1a\u54e1\u5236\u5ea6\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u6848\u5185<\/li>\n\n\n\n<li>\u30c8\u30e9\u30d6\u30eb\u767a\u751f\u6642\u306e\u521d\u671f\u5bfe\u5fdc\u30d5\u30ed\u30fc\u306e\u6848\u5185<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u610f\u56f3\u3092\u6b63\u78ba\u306b\u89e3\u91c8\u3057\u3001\u9069\u5207\u306a\u5f62\u5f0f\u3067\u56de\u7b54\u3059\u308b\u7cbe\u5ea6\u3092\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bfe\u5fdc\u54c1\u8cea\u306e\u5747\u4e00\u5316\u3068\u5fdc\u7b54\u901f\u5ea6\u306e\u5411\u4e0a\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3067\u304d\u308b\u306e\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u9069\u7528\u306e\u5927\u304d\u306a\u5f37\u307f\u3067\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u7d99\u7d9a\u7684\u306a\u6539\u5584\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u306a\u3069\u5c02\u9580\u5206\u91ce\u3078\u306e\u9069\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u306a\u3069\u9ad8\u3044\u5c02\u9580\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u5206\u91ce\u3067\u306f\u3001\u6c4e\u7528LLM\u306e\u56de\u7b54\u7cbe\u5ea6\u304c\u5c02\u9580\u5bb6\u6c34\u6e96\u306b\u9054\u3057\u306a\u3044\u30b1\u30fc\u30b9\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001<strong><span class=\"swl-marker mark_orange\">\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3084\u696d\u754c\u56fa\u6709\u306e\u6587\u8108\u3092\u30e2\u30c7\u30eb\u306b\u5185\u5728\u5316\u3055\u305b\u3001\u5b9f\u7528\u6c34\u6e96\u306e\u56de\u7b54\u751f\u6210\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u5c02\u9580\u5206\u91ce\u5225\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6d3b\u7528\u30a4\u30e1\u30fc\u30b8\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u5206\u91ce<\/td><td>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f8b<\/td><td>\u4e3b\u306a\u6d3b\u7528\u7528\u9014<\/td><\/tr><tr><td>\u533b\u7642<\/td><td>\u75c5\u6b74\u30c7\u30fc\u30bf\u30fb\u533b\u85ac\u54c1\u60c5\u5831\u30fb\u8a3a\u65ad\u4e8b\u4f8b<\/td><td>\u5c02\u9580\u7528\u8a9e\u3078\u306e\u6b63\u78ba\u306a\u5bfe\u5fdc\u30fb\u8a3a\u65ad\u652f\u63f4<\/td><\/tr><tr><td>\u6cd5\u5f8b<\/td><td>\u5224\u4f8b\u30fb\u6cd5\u4ee4\u30c7\u30fc\u30bf<\/td><td>\u5951\u7d04\u66f8\u5be9\u67fb\u30fb\u6cd5\u7684\u30ea\u30b9\u30af\u306e\u628a\u63e1<\/td><\/tr><tr><td>\u91d1\u878d<\/td><td>\u53d6\u5f15\u30c7\u30fc\u30bf\u30fb\u5e02\u5834\u52d5\u5411\u60c5\u5831<\/td><td>\u30ea\u30b9\u30af\u7ba1\u7406\u30fb\u6295\u8cc7\u5224\u65ad\u306e\u652f\u63f4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u7642\u5206\u91ce\u3067\u306f\u3001\u75c5\u6b74\u30c7\u30fc\u30bf\u3084\u533b\u85ac\u54c1\u60c5\u5831\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u5c02\u9580\u7528\u8a9e\u3092\u6b63\u78ba\u306b\u6271\u3048\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u6cd5\u5f8b\u30fb\u91d1\u878d\u5206\u91ce\u3067\u3082\u3001\u5224\u4f8b\u3084\u53d6\u5f15\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u5c02\u9580\u7684\u306a\u5224\u65ad\u652f\u63f4\u306b\u7279\u5316\u3057\u305fAI\u306e\u5b9f\u88c5\u304c\u73fe\u5b9f\u7684\u306a\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u3081\u308b\u5834\u5408\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3067\u306e\u78ba\u8a8d\u3092\u5341\u5206\u306b\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u8a8d\u8b58\u30fb\u7269\u4f53\u691c\u51fa\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u5411\u4e0a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001LLM\u3060\u3051\u3067\u306a\u304f\u753b\u50cf\u8a8d\u8b58\u30fb\u7269\u4f53\u691c\u51fa\u306a\u3069\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u5206\u91ce\u3067\u3082\u5e45\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u898f\u6a21\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u3001\u7279\u5b9a\u30bf\u30b9\u30af\u5411\u3051\u306e\u30c7\u30fc\u30bf\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001<strong><span class=\"swl-marker mark_orange\">\u9ad8\u7cbe\u5ea6\u306a\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u3092\u52b9\u7387\u7684\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001ImageNet\u3067\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305fResNet\u3084EfficientNet\u3092\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5de5\u5834\u3067\u306e\u4e0d\u826f\u54c1\u691c\u51fa\u3084\u9ce5\u306e\u7a2e\u5225\u5206\u985e\u3068\u3044\u3063\u305f\u7279\u5316\u578b\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u5206\u91ce\u3067\u306e\u4e3b\u306a\u6d3b\u7528\u4e8b\u4f8b\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u88fd\u9020\u696d\uff1a\u5de5\u5834\u30e9\u30a4\u30f3\u3067\u306e\u4e0d\u826f\u54c1\u30fb\u6b20\u9665\u54c1\u306e\u81ea\u52d5\u691c\u51fa<\/li>\n\n\n\n<li>\u8fb2\u696d\u30fb\u81ea\u7136\u79d1\u5b66\uff1a\u690d\u7269\u306e\u75c5\u5bb3\u691c\u51fa\u3084\u52d5\u690d\u7269\u306e\u7a2e\u5225\u5206\u985e<\/li>\n\n\n\n<li>\u753b\u50cf\u751f\u6210\uff1aStable Diffusion\u3078\u306eLoRA\u9069\u7528\u306b\u3088\u308b\u7279\u5b9a\u30b9\u30bf\u30a4\u30eb\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u7269\u4f53\u691c\u51fa\u306e\u9818\u57df\u3067\u306f\u3001Detectron2\u3084MMDetection\u306a\u3069\u306e\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u304c\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3068\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304c\u30bb\u30c3\u30c8\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u8f03\u7684\u5c11\u306a\u3044\u624b\u9806\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3067\u304d\u308b\u74b0\u5883\u304c\u6574\u3063\u3066\u304a\u308a\u3001\u5b9f\u52d9\u3067\u306e\u5c0e\u5165\u969c\u58c1\u306e\u4f4e\u3055\u304c\u6d3b\u7528\u62e1\u5927\u3092\u5f8c\u62bc\u3057\u3059\u308b\u8981\u56e0\u306e\u4e00\u3064\u3067\u3059\u3002\u753b\u50cf\u751f\u6210\u306e\u9818\u57df\u3067\u306f\u3001Stable Diffusion\u306bLoRA\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u63cf\u5199\u30b9\u30bf\u30a4\u30eb\u3078\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30105\u30b9\u30c6\u30c3\u30d7\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u65bd\u624b\u9806<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-6-1024x576.jpg\" alt=\"\u30105\u30b9\u30c6\u30c3\u30d7\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u65bd\u624b\u9806\" class=\"wp-image-5576\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-6-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-6-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-6-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-6-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-6.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u9069\u5207\u306b\u5b9f\u65bd\u3059\u308b\u306b\u306f\u3001\u4e00\u9023\u306e\u5de5\u7a0b\u3092\u6b63\u3057\u3044\u9806\u5e8f\u3067\u8e0f\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5de5\u7a0b\u3054\u3068\u306e\u5f79\u5272\u3092\u7406\u89e3\u3059\u308b\u306e\u304c\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u5411\u4e0a\u306e\u524d\u63d0\u6761\u4ef6\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u76ee\u7684\u8a2d\u5b9a\u304b\u3089\u30c7\u30d7\u30ed\u30a4\u30fb\u7d99\u7d9a\u6539\u5584\u307e\u3067\u306e5\u30b9\u30c6\u30c3\u30d7\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u76ee\u7684\u306e\u660e\u78ba\u5316\u3068\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u9078\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6700\u521d\u306e\u5de5\u7a0b\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u89e3\u6c7a\u3059\u3079\u304d\u8ab2\u984c\u3068\u9054\u6210\u76ee\u6a19\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/strong>\u76ee\u7684\u304c\u66d6\u6627\u306a\u307e\u307e\u3067\u306f\u3001\u5f8c\u5de5\u7a0b\u3067\u306e\u624b\u6cd5\u9078\u629e\u306b\u8ff7\u3044\u304c\u751f\u3058\u3001\u30b3\u30b9\u30c8\u3068\u6642\u9593\u306e\u640d\u5931\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u7684\u3092\u5b9a\u3081\u305f\u3046\u3048\u3067\u3001\u30bf\u30b9\u30af\u306e\u7a2e\u985e\u306b\u5fdc\u3058\u305f\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u9078\u5b9a\u306b\u9032\u307f\u307e\u3059\u3002\u30e2\u30c7\u30eb\u9078\u5b9a\u306e\u969b\u306f\u3001\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u5229\u7528\u53ef\u80fd\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u3082\u91cd\u8981\u306a\u5224\u65ad\u8ef8\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30bf\u30b9\u30af\u5225\u306e\u4ee3\u8868\u7684\u306a\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u30bf\u30b9\u30af\u306e\u7a2e\u985e<\/td><td>\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb<\/td><\/tr><tr><td>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30fb\u5bfe\u8a71\uff09<\/td><td>BERT\u30fbGPT\u30b7\u30ea\u30fc\u30ba<\/td><\/tr><tr><td>\u753b\u50cf\u8a8d\u8b58\u30fb\u7269\u4f53\u691c\u51fa<\/td><td>ResNet\u30fbEfficientNet<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u307b\u3069\u7cbe\u5ea6\u306f\u51fa\u3084\u3059\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u6d88\u8cbb\u91cf\u3082\u5897\u5927\u3059\u308b\u70b9\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306a\u3069\u306e\u30e2\u30c7\u30eb\u5171\u6709\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u76ee\u7684\u306b\u5408\u3063\u305f\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u52b9\u7387\u3088\u304f\u898b\u3064\u3051\u3089\u308c\u307e\u3059\u3002\u6027\u80fd\u3068\u30b3\u30b9\u30c8\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u8e0f\u307e\u3048\u305f\u9078\u5b9a\u304c\u3001\u5f8c\u5de5\u7a0b\u306e\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3068\u524d\u51e6\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5de5\u7a0b\u306e\u4e2d\u3067\u6700\u3082\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3068\u5de5\u6570\u3092\u8981\u3059\u308b\u6bb5\u968e\u3067\u3059\u3002<strong><span class=\"swl-marker mark_orange\">\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u91cf\u304c\u30e2\u30c7\u30eb\u306e\u6700\u7d42\u7cbe\u5ea6\u3092\u76f4\u63a5\u5de6\u53f3\u3059\u308b\u305f\u3081\u3001\u4e01\u5be7\u306a\u524d\u51e6\u7406\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u8cea\u554f\u3068\u7406\u60f3\u7684\u306a\u56de\u7b54\u306e\u30da\u30a2\u3092JSONL\u5f62\u5f0f\u3067\u7528\u610f\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u306a\u5f62\u5f0f\u3067\u3059\u3002OpenAI\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3067\u306f\u3001\u6700\u4f4e10\u4ef6\u3001\u901a\u5e3850\u301c100\u4ef6\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u5b66\u7fd2\u30c7\u30fc\u30bf\u6e96\u5099\u306e\u4e3b\u306a\u4f5c\u696d\u5185\u5bb9\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead style=\"--thead-color--bg:#fff;--thead-color--txt:var(--swl-text_color--black)\"><tr><td>\u4f5c\u696d<\/td><td>\u5185\u5bb9<\/td><\/tr><\/thead><tbody style=\"--tbody-th-color--bg:#fff;--tbody-th-color--txt:var(--swl-text_color--black)\"><tr><td>\u30c7\u30fc\u30bf\u53ce\u96c6<\/td><td>\u76ee\u7684\u306b\u5408\u3063\u305f\u8cea\u554f\u3068\u56de\u7b54\u306e\u30da\u30a2\u3001\u793e\u5185\u6587\u66f8\u306a\u3069\u3092\u53ce\u96c6\u3059\u308b<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/td><td>\u6b20\u640d\u5024\u30fb\u30ce\u30a4\u30ba\u30fb\u91cd\u8907\u306e\u9664\u53bb\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u7d71\u4e00<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u5206\u5272<\/td><td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u691c\u8a3c\u30fb\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3078\u306e\u632f\u308a\u5206\u3051<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u306b\u306f\u6b20\u640d\u5024\u3084\u30ce\u30a4\u30ba\u304c\u542b\u307e\u308c\u308b\u30b1\u30fc\u30b9\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u4e0d\u8981\u306a\u60c5\u5831\u306e\u9664\u53bb\u3084\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u7d71\u4e00\u304c\u3001\u524d\u51e6\u7406\u306e\u4e2d\u5fc3\u7684\u306a\u4f5c\u696d\u3067\u3059\u3002\u6e96\u5099\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u30fb\u691c\u8a3c\u30bb\u30c3\u30c8\u30fb\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306e3\u3064\u306b\u5206\u5272\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u306f\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092\u6d3b\u7528\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u81ea\u52d5\u751f\u6210\u30fb\u52a0\u5de5\u3082\u666e\u53ca\u3057\u3066\u304a\u308a\u3001\u6e96\u5099\u30d5\u30a7\u30fc\u30ba\u306e\u52b9\u7387\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u6574\u3063\u305f\u3089\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u624b\u6cd5\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a\u6bb5\u968e\u306b\u79fb\u308a\u307e\u3059\u3002\u624b\u6cd5\u306e\u9078\u629e\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u30fb\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u5236\u7d04\u30fb\u6c42\u3081\u308b\u7cbe\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8e0f\u307e\u3048\u305f\u5224\u65ad\u304c\u5fc5\u8981\u3067\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u624b\u6cd5\u306e\u9078\u629e\u57fa\u6e96\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08FFT\uff09\uff1a\u30bf\u30b9\u30af\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u304c\u5927\u91cf\u306b\u3042\u308a\u3001\u8a08\u7b97\u8cc7\u6e90\u304c\u6f64\u6ca2\u306a\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u308b<\/li>\n\n\n\n<li>PEFT\uff08LoRA\u30fbQLoRA\u306a\u3069\uff09\uff1a\u30b3\u30b9\u30c8\u3084\u6642\u9593\u306b\u5236\u7d04\u304c\u3042\u308b\u5834\u5408\u306b\u6709\u52b9\u3067\u3001\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5339\u6575\u3059\u308b\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3067\u304d\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a2d\u5b9a\u3059\u308b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4e2d\u3067\u3001\u7279\u306b\u5b66\u7fd2\u7387\u306e\u8abf\u6574\u306f\u614e\u91cd\u3055\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u5b66\u7fd2\u7387\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u3001\u4e8b\u524d\u5b66\u7fd2\u3067\u7372\u5f97\u3057\u305f\u77e5\u8b58\u304c\u5931\u308f\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u9006\u306b\u5c0f\u3055\u3059\u304e\u308b\u3068\u3001\u5b66\u7fd2\u304c\u5341\u5206\u306b\u9032\u307e\u305a\u7cbe\u5ea6\u5411\u4e0a\u304c\u898b\u8fbc\u3081\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306b\u3001\u9069\u5207\u306a\u30a8\u30dd\u30c3\u30af\u6570\u306e\u8a2d\u5b9a\u306f\u91cd\u8981\u306a\u8abf\u6574\u9805\u76ee\u306e\u4e00\u3064\u3067\u3059\u3002\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306b\u3064\u3044\u3066\u3082\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u306b\u5408\u308f\u305b\u305f\u8a2d\u5b9a\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u3069\u306e\u5c64\u3092\u30d5\u30ea\u30fc\u30ba\u3057\u3066\u3001\u3069\u306e\u5c64\u3092\u66f4\u65b0\u3059\u308b\u304b\u306e\u65b9\u91dd\u3082\u3001\u9078\u5b9a\u306e\u6bb5\u968e\u3067\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u884c\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30cf\u30a4\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u8a2d\u5b9a\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001GPU\u3084TPU\u306a\u3069\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u7528\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u5b9f\u884c\u74b0\u5883\u306e\u4e3b\u306a\u9078\u629e\u80a2\u306f\u3001<strong><span class=\"swl-marker mark_orange\">LLM\u30d7\u30ed\u30d0\u30a4\u30c0\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u30ed\u30fc\u30ab\u30eb\u30fb\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306e2\u7a2e\u985e\u3067\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5b9f\u884c\u74b0\u5883\u306e\u6bd4\u8f03\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u74b0\u5883\u306e\u7a2e\u985e<\/td><td>\u7279\u5fb4<\/td><td>\u4e3b\u306a\u7528\u9014<\/td><\/tr><tr><td>\u30d7\u30ed\u30d0\u30a4\u30c0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/td><td>\u30c7\u30fc\u30bf\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u5f8c\u306b\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u51e6\u7406\u304c\u59cb\u307e\u308b\u3002GPU\u74b0\u5883\u306e\u69cb\u7bc9\u304c\u4e0d\u8981<\/td><td>\u624b\u8efd\u306b\u59cb\u3081\u305f\u3044\u5834\u5408<\/td><\/tr><tr><td>\u30ed\u30fc\u30ab\u30eb\u30fb\u30af\u30e9\u30a6\u30c9\u74b0\u5883<\/td><td>\u81ea\u524d\u306eGPU\u3092\u6d3b\u7528\u3002\u9ad8\u3044\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u304c\u3042\u308b<\/td><td>\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u672c\u683c\u904b\u7528<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306f\u3001\u691c\u8a3c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u5b9a\u671f\u7684\u306b\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u640d\u5931\u95a2\u6570\u306e\u63a8\u79fb\u3092\u89b3\u5bdf\u3057\u3001\u691c\u8a3c\u30c7\u30fc\u30bf\u3067\u306e\u640d\u5931\u304c\u4e0a\u6607\u3057\u59cb\u3081\u305f\u5834\u5408\u306f\u904e\u5b66\u7fd2\u306e\u5146\u5019\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u5b66\u7fd2\u3092\u691c\u77e5\u3057\u305f\u969b\u306f\u3001\u30a2\u30fc\u30ea\u30fc\u30b9\u30c8\u30c3\u30d4\u30f3\u30b0\uff08\u65e9\u671f\u505c\u6b62\uff09\u3092\u9069\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u4e2d\u65ad\u3057\u307e\u3059\u3002\u51e6\u7406\u6642\u9593\u306f\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u306b\u5fdc\u3058\u3066\u3001\u6570\u5206\u304b\u3089\u6570\u6642\u9593\u7a0b\u5ea6\u3068\u5e45\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f59\u88d5\u3092\u6301\u3063\u305f\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u304c\u3001\u5b89\u5b9a\u3057\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u904b\u7528\u3092\u652f\u3048\u308b\u524d\u63d0\u6761\u4ef6\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u8a55\u4fa1\u30fb\u30c7\u30d7\u30ed\u30a4\u3068\u7d99\u7d9a\u7684\u306a\u6539\u5584<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001<strong><span class=\"swl-marker mark_orange\">\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u306e\u6700\u7d42\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/span><\/strong>\u7cbe\u5ea6\u30fb\u9069\u5408\u7387\u30fb\u518d\u73fe\u7387\u306a\u3069\u3001\u30bf\u30b9\u30af\u306b\u95a2\u9023\u3059\u308b\u8a55\u4fa1\u6307\u6a19\u3092\u78ba\u8a8d\u3057\u305f\u3046\u3048\u3067\u3001\u5b9f\u7528\u6c34\u6e96\u3078\u306e\u9069\u5408\u3092\u5224\u65ad\u3059\u308b\u6bb5\u968e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u4e3b\u306a\u8a55\u4fa1\u6307\u6a19\u306e\u4f8b\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u8a55\u4fa1\u6307\u6a19<\/td><td>\u5185\u5bb9<\/td><\/tr><tr><td>\u7cbe\u5ea6\uff08Accuracy\uff09<\/td><td>\u5168\u4f53\u306e\u4e2d\u3067\u6b63\u89e3\u3057\u305f\u5272\u5408<\/td><\/tr><tr><td>\u9069\u5408\u7387\uff08Precision\uff09<\/td><td>\u300c\u6b63\u89e3\u300d\u3068\u4e88\u6e2c\u3057\u305f\u4e2d\u3067\u5b9f\u969b\u306b\u6b63\u89e3\u3060\u3063\u305f\u5272\u5408<\/td><\/tr><tr><td>\u518d\u73fe\u7387\uff08Recall\uff09<\/td><td>\u5b9f\u969b\u306e\u6b63\u89e3\u306e\u4e2d\u3067\u300c\u6b63\u89e3\u300d\u3068\u4e88\u6e2c\u3067\u304d\u305f\u5272\u5408<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u306f\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u898b\u76f4\u3057\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u5225\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3078\u306e\u5207\u308a\u66ff\u3048\u3082\u3001\u9078\u629e\u80a2\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a55\u4fa1\u304c\u5b8c\u4e86\u3057\u305f\u30e2\u30c7\u30eb\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b7\u30b9\u30c6\u30e0\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002\u5b9f\u904b\u7528\u5f8c\u3082\u3001\u7d99\u7d9a\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306f\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u52a3\u5316\u3059\u308b\u73fe\u8c61\u304c\u3042\u308a\u3001\u30e2\u30c7\u30eb\u30c9\u30ea\u30d5\u30c8\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9a\u671f\u7684\u306a\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u3001\u30e6\u30fc\u30b6\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u57fa\u3065\u304f\u6539\u5584\u3092\u7d99\u7d9a\u7684\u306b\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3068\u4fe1\u983c\u6027\u3092\u9577\u671f\u7684\u306b\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u5b66\u7fd2\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u4f8b3\u9078<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-7-1024x576.jpg\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u5b66\u7fd2\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u4f8b3\u9078\" class=\"wp-image-5577\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-7-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-7-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-7-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-7-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-7.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u52b9\u679c\u306f\u3001\u5b66\u7fd2\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u5185\u5bb9\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u8ffd\u52a0\u5b66\u7fd2\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u306f\u3001\u5c0e\u5165\u8a2d\u8a08\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u3046\u3048\u3067\u91cd\u8981\u306a\u524d\u63d0\u6761\u4ef6\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u5b66\u7fd2\u3055\u305b\u308b\u793e\u5185\u975e\u516c\u958b\u30c7\u30fc\u30bf\u30fb\u5c02\u9580\u5206\u91ce\u30c7\u30fc\u30bf\u30fb\u6700\u65b0\u30c7\u30fc\u30bf\u3068\u3044\u30463\u7a2e\u985e\u306e\u7279\u6027\u3068\u6d3b\u7528\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u793e\u5185\u306b\u5b58\u5728\u3059\u308b\u975e\u516c\u958b\u30c7\u30fc\u30bf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u793e\u5185\u306e\u975e\u516c\u958b\u30c7\u30fc\u30bf\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u5019\u88dc\u306e\u4e2d\u3067\u6700\u3082\u512a\u5148\u5ea6\u304c\u9ad8\u3044\u30c7\u30fc\u30bf\u7fa4\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u304c\u72ec\u81ea\u306b\u7ba1\u7406\u3059\u308b\u30c7\u30fc\u30bf\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u6c4e\u7528LLM\u306e\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306f\u542b\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002<strong><span class=\"swl-marker mark_orange\">\u793e\u5185\u56fa\u6709\u306e\u77e5\u8b58\u3078\u306e\u5bfe\u5fdc\u529b\u3092\u6301\u3064AI\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u8ffd\u52a0\u5b66\u7fd2\u304c\u5fc5\u8981\u3067\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u6d3b\u7528\u3067\u304d\u308b\u793e\u5185\u975e\u516c\u958b\u30c7\u30fc\u30bf\u306e\u4f8b\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u30fb\u793e\u5185\u898f\u5b9a<\/li>\n\n\n\n<li>\u9867\u5ba2\u5bfe\u5fdc\u5c65\u6b74\u30fb\u30af\u30ec\u30fc\u30e0\u5bfe\u5fdc\u8a18\u9332<\/li>\n\n\n\n<li>\u793e\u5185FAQ\u30fb\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u793e\u5185\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u624b\u7d9a\u304d\u3084\u793e\u5185\u30eb\u30fc\u30eb\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u3078\u306e\u7684\u78ba\u306a\u56de\u7b54\u751f\u6210\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u52b9\u7387\u5316\u3084\u3001\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u306e\u4fc3\u9032\u3068\u3044\u3046\u52b9\u679c\u304c\u898b\u8fbc\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u542b\u3080\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u5229\u7528\u30c7\u30fc\u30bf\u306e\u9078\u5b9a\u306b\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3067\u306e\u78ba\u8a8d\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u30af\u30e9\u30a6\u30c9\u578bLLM\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30ea\u30b9\u30af\u306b\u3055\u3089\u3055\u308c\u306a\u3044\u3088\u3046\u3001\u30bb\u30ad\u30e5\u30a2\u306a\u30a4\u30f3\u30d5\u30e9\u4e0a\u3067\u306e\u5b9f\u884c\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c02\u9580\u6027\u304c\u9ad8\u3044\u5206\u91ce\u306e\u30c7\u30fc\u30bf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u306a\u3069\u5c02\u9580\u6027\u304c\u9ad8\u3044\u5206\u91ce\u306e\u30c7\u30fc\u30bf\u306f\u3001\u6c4e\u7528LLM\u304c\u82e6\u624b\u3068\u3059\u308b\u9818\u57df\u3078\u306e\u5bfe\u5fdc\u529b\u3092\u9ad8\u3081\u308b\u5b66\u7fd2\u7d20\u6750\u3068\u3057\u3066\u6709\u52b9\u3067\u3059\u3002\u6c4e\u7528LLM\u306f\u5c02\u9580\u5206\u91ce\u306b\u3064\u3044\u3066\u4e00\u5b9a\u306e\u77e5\u8b58\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5c02\u9580\u5bb6\u6c34\u6e96\u306e\u56de\u7b54\u7cbe\u5ea6\u306b\u306f\u81f3\u3063\u3066\u3044\u306a\u3044\u30b1\u30fc\u30b9\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u5c02\u9580\u5206\u91ce\u5225\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f8b\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u5206\u91ce<\/td><td>\u4e3b\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4f8b<\/td><\/tr><tr><td>\u533b\u7642<\/td><td>\u81e8\u5e8a\u30c7\u30fc\u30bf\u30fb\u85ac\u5264\u60c5\u5831\u30fb\u8a3a\u65ad\u4e8b\u4f8b<\/td><\/tr><tr><td>\u6cd5\u5f8b<\/td><td>\u5224\u4f8b\u30fb\u6cd5\u4ee4\u6587\u66f8\u30fb\u5951\u7d04\u66f8<\/td><\/tr><tr><td>\u91d1\u878d<\/td><td>\u5e02\u5834\u30c7\u30fc\u30bf\u30fb\u898f\u5236\u6587\u66f8\u30fb\u53d6\u5f15\u5c65\u6b74<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c02\u9580\u30c7\u30fc\u30bf\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001<strong><span class=\"swl-marker mark_orange\">\u696d\u754c\u56fa\u6709\u306e\u7528\u8a9e\u3084\u6587\u8108\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3057\u305f\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/span><\/strong>\u5c02\u9580\u5bb6\u6c34\u6e96\u306e\u60c5\u5831\u63d0\u4f9b\u304c\u5fc5\u8981\u306a\u5834\u9762\u3078\u306e\u5bfe\u5fdc\u529b\u5411\u4e0a\u3082\u671f\u5f85\u3067\u304d\u308b\u306e\u304c\u3001\u5c02\u9580\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u5c02\u9580\u30c7\u30fc\u30bf\u3092\u6271\u3046\u969b\u306f\u3001\u7528\u8a9e\u306e\u6b63\u78ba\u6027\u3068\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u306e\u4e21\u65b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u56fd\u5185\u5916\u3067\u696d\u754c\u7279\u5316\u578bLLM\u306e\u958b\u767a\u304c\u6d3b\u767a\u306b\u9032\u3080\u4e2d\u3001\u5c02\u9580\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u751f\u6210AI\u5b9f\u7528\u5316\u306e\u73fe\u5b9f\u7684\u306a\u9078\u629e\u80a2\u3068\u3057\u3066\u5b9a\u7740\u3057\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u516c\u958b\u3055\u308c\u305f\u3070\u304b\u308a\u306e\u6700\u65b0\u30c7\u30fc\u30bf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u958b\u3055\u308c\u305f\u3070\u304b\u308a\u306e\u6700\u65b0\u30c7\u30fc\u30bf\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u306e\u6642\u9593\u7684\u306a\u9650\u754c\u3092\u88dc\u3046\u5b66\u7fd2\u7d20\u6750\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002LLM\u306f\u4e8b\u524d\u5b66\u7fd2\u6642\u70b9\u307e\u3067\u306b\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u4e8b\u524d\u5b66\u7fd2\u5f8c\u306b\u516c\u958b\u3055\u308c\u305f\u60c5\u5831\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u65b0\u306e\u30cb\u30e5\u30fc\u30b9\u3084\u6cd5\u6539\u6b63\u60c5\u5831\u3001\u65b0\u88fd\u54c1\u306e\u5e02\u5834\u52d5\u5411\u306a\u3069\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u3066\u3082\u3001\u6b63\u78ba\u306a\u56de\u7b54\u3092\u8fd4\u305b\u306a\u3044\u30b1\u30fc\u30b9\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u6700\u65b0\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u304c\u7279\u306b\u6709\u52b9\u306a\u30b7\u30fc\u30f3\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u6cd5\u6539\u6b63\u3084\u898f\u5236\u5909\u66f4\u306a\u3069\u3001\u6642\u9650\u7684\u306a\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u304c\u5fc5\u8981\u306a\u5834\u9762<\/li>\n\n\n\n<li>\u6700\u65b0\u306e\u7d71\u8a08\u30c7\u30fc\u30bf\u3084\u5e02\u5834\u52d5\u5411\u3092\u3082\u3068\u306b\u3057\u305f\u5206\u6790\u696d\u52d9<\/li>\n\n\n\n<li>\u65b0\u88fd\u54c1\u30fb\u65b0\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u65b0\u306e\u516c\u958b\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9a\u671f\u7684\u306b\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001<strong><span class=\"swl-marker mark_orange\">\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3092\u5e38\u306b\u6700\u65b0\u306e\u72b6\u614b\u306b\u4fdd\u3066\u307e\u3059\u3002<\/span><\/strong>\u66f4\u65b0\u524d\u306e\u53e4\u3044\u60c5\u5831\u3092\u53c2\u7167\u3057\u3066\u8aa4\u3063\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u30ea\u30b9\u30af\u3082\u3001\u7d99\u7d9a\u7684\u306a\u8ffd\u52a0\u5b66\u7fd2\u306b\u3088\u3063\u3066\u4f4e\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60c5\u5831\u306e\u9bae\u5ea6\u304c\u6c42\u3081\u3089\u308c\u308b\u30b7\u30b9\u30c6\u30e0\u3084\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u52d5\u5411\u306b\u57fa\u3065\u3044\u305f\u5206\u6790\u304c\u5fc5\u8981\u306a\u7528\u9014\u3067\u306f\u3001\u6700\u65b0\u30c7\u30fc\u30bf\u306e\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u969b\u306e\u6ce8\u610f\u70b95\u3064<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-8-1024x576.jpg\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u969b\u306e\u6ce8\u610f\u70b95\u3064\" class=\"wp-image-5578\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-8-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-8-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-8-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-8-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-8.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u52d9\u3067\u6d3b\u7528\u3059\u308b\u306b\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u30ea\u30b9\u30af\u3068\u5236\u7d04\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u6e96\u5099\u4e0d\u8db3\u306e\u307e\u307e\u5b9f\u65bd\u3059\u308b\u3068\u3001\u671f\u5f85\u3057\u305f\u7cbe\u5ea6\u304c\u5f97\u3089\u308c\u306a\u3044\u3060\u3051\u3067\u306a\u304f\u3001\u30b3\u30b9\u30c8\u3084\u5de5\u6570\u306e\u7121\u99c4\u304c\u751f\u3058\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u65bd\u524d\u306b\u62bc\u3055\u3048\u3066\u304a\u304f\u3079\u304d5\u3064\u306e\u6ce8\u610f\u70b9\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u306e\u30ea\u30b9\u30af\u304c\u3042\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u904e\u5b66\u7fd2\u3068\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30e2\u30c7\u30eb\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306b\u904e\u5ea6\u306b\u9069\u5408\u3057\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u3078\u306e\u6c4e\u5316\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u73fe\u8c61\u3067\u3059\u3002<\/span><\/strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6642\u3068\u6bd4\u3079\u3066\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u904e\u5b66\u7fd2\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u904e\u5270\u306b\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3057\u305f\u30e2\u30c7\u30eb\u306f\u3001\u5b9f\u969b\u306e\u904b\u7528\u3067\u671f\u5f85\u3057\u305f\u7cbe\u5ea6\u3092\u767a\u63ee\u3067\u304d\u306a\u304f\u306a\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306e\u4e3b\u306a\u5bfe\u7b56\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u591a\u69d8\u6027\u3092\u78ba\u4fdd\u3057\u3001\u504f\u308a\u306e\u306a\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b<\/li>\n\n\n\n<li>\u6b63\u5247\u5316\u3084\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u306a\u3069\u3092\u6d3b\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u6c4e\u5316\u6027\u80fd\u3092\u9ad8\u3081\u308b<\/li>\n\n\n\n<li>\u30a2\u30fc\u30ea\u30fc\u30b9\u30c8\u30c3\u30d4\u30f3\u30b0\u3092\u8a2d\u5b9a\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u9069\u5207\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u505c\u6b62\u3059\u308b<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u62e1\u5f35\u306b\u3088\u308a\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5b9f\u8cea\u7684\u306a\u91cf\u3068\u591a\u69d8\u6027\u3092\u5897\u3084\u3059<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u691c\u8a3c\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u5b9a\u671f\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u904e\u5b66\u7fd2\u306e\u65e9\u671f\u767a\u898b\u306b\u6709\u52b9\u306a\u624b\u6bb5\u306e\u4e00\u3064\u3067\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u9032\u6357\u3092\u7d99\u7d9a\u7684\u306b\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u6c4e\u5316\u6027\u80fd\u306e\u4f4e\u4e0b\u3092\u672a\u7136\u306b\u9632\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u306f\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u30fb\u30b3\u30b9\u30c8\u304c\u5897\u5927\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3092\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u969b\u3001\u9ad8\u6027\u80fd\u306aGPU\u74b0\u5883\u304c\u5fc5\u9808\u306b\u306a\u308a\u307e\u3059\u3002\u6570\u5104\u301c\u6570\u5341\u5104\u500b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u30e2\u30c7\u30eb\u306e\u5168\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u306b\u306f\u3001\u91cd\u307f\u3060\u3051\u306e\u5834\u5408\u3088\u308a\u308212\u301c20\u500d\u306eGPU\u30e1\u30e2\u30ea\u304c\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308b\u5834\u5408\u3001\u5229\u7528\u6599\u91d1\u304c\u5927\u304d\u304f\u81a8\u3089\u3080\u30ea\u30b9\u30af\u3082\u7121\u8996\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u8a08\u7b97\u30b3\u30b9\u30c8\u5897\u5927\u3078\u306e\u4e3b\u306a\u5bfe\u7b56\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>LoRA\u3084QLoRA\u306a\u3069\u306ePEFT\u624b\u6cd5\u3092\u63a1\u7528\u3057\u3001\u66f4\u65b0\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u5927\u5e45\u306b\u7d5e\u308a\u8fbc\u3080<\/li>\n\n\n\n<li>\u8efd\u91cf\u30e2\u30c7\u30eb\uff08SLM\uff09\u306b\u7279\u5b9a\u30bf\u30b9\u30af\u5411\u3051\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u65bd\u3057\u3001\u30b3\u30b9\u30c8\u3092\u6291\u5236\u3059\u308b<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3084\u5f93\u91cf\u8ab2\u91d1\u30d7\u30e9\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3059\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">PEFT\u624b\u6cd5\u306e\u63a1\u7528\u306b\u3088\u308a\u3001\u8a08\u7b97\u91cf\u3068\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u5834\u5408\u3001<strong><span class=\"swl-marker mark_orange\">\u4e8b\u524d\u306b\u30b3\u30b9\u30c8\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u65bd\u3059\u308b\u306e\u3082\u6e96\u5099\u306e\u4e00\u3064\u3067\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u91cf\u304c\u30e2\u30c7\u30eb\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6210\u679c\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u91cf\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002\u30ce\u30a4\u30ba\u3084\u504f\u308a\u3092\u542b\u3080\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u8aa4\u3063\u305f\u51fa\u529b\u3092\u751f\u3080\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308b\u306e\u3082\u3001\u554f\u984c\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u91cf\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u52b9\u679c\u305d\u306e\u3082\u306e\u304c\u9650\u5b9a\u7684\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002\u5bfe\u8c61\u30bf\u30b9\u30af\u3084\u9818\u57df\u306e\u5168\u4f53\u50cf\u3092\u7db2\u7f85\u3067\u304d\u308b\u91cf\u306e\u30c7\u30fc\u30bf\u306f\u3001\u6700\u4f4e\u9650\u78ba\u4fdd\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u591a\u69d8\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u7528\u610f\u3067\u304d\u308b\u307b\u3069\u3001\u30e2\u30c7\u30eb\u306e\u6c4e\u5316\u6027\u80fd\u306f\u5411\u4e0a\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u4e3b\u306a\u53d6\u308a\u7d44\u307f\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u3084\u91cd\u8907\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u9664\u304f\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3092\u4e01\u5be7\u306b\u884c\u3046<\/li>\n\n\n\n<li>\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\uff08\u30e9\u30d9\u30eb\u4ed8\u3051\uff09\u306b\u306f\u3001\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u4eba\u6750\u3092\u95a2\u4e0e\u3055\u305b\u308b<\/li>\n\n\n\n<li>\u53ce\u96c6\u6bb5\u968e\u304b\u3089\u76ee\u7684\u306b\u6cbf\u3063\u305f\u30c7\u30fc\u30bf\u8a2d\u8a08\u3092\u884c\u3044\u3001\u30ce\u30a4\u30ba\u306e\u6df7\u5165\u3092\u6700\u5c0f\u5316\u3059\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u304c\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u54c1\u8cea\u3092\u76f4\u63a5\u5de6\u53f3\u3057\u307e\u3059\u3002<strong><span class=\"swl-marker mark_orange\">\u30c7\u30fc\u30bf\u6e96\u5099\u306e\u6bb5\u968e\u306b\u5341\u5206\u306a\u5de5\u6570\u3092\u78ba\u4fdd\u3059\u308b\u306e\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5168\u4f53\u306e\u6210\u679c\u3092\u9ad8\u3081\u308b\u3067\u3057\u3087\u3046\u3002<\/span><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7834\u6ec5\u7684\u5fd8\u5374\u306b\u3088\u308a\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u304c\u5931\u308f\u308c\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7834\u6ec5\u7684\u5fd8\u5374\uff08Catastrophic Forgetting\uff09\u3068\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u3063\u3066\u4e8b\u524d\u5b66\u7fd2\u306e\u77e5\u8b58\u304c\u30e2\u30c7\u30eb\u304b\u3089\u5931\u308f\u308c\u308b\u73fe\u8c61\u3067\u3059\u3002<\/span><\/strong>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u5168\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3081\u3001\u6c4e\u7528\u7684\u306a\u80fd\u529b\u304c\u4f4e\u4e0b\u3059\u308b\u30ea\u30b9\u30af\u304c\u7279\u306b\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5b9a\u306e\u5c02\u9580\u5206\u91ce\u306b\u904e\u5ea6\u306b\u7279\u5316\u3055\u305b\u305f\u7d50\u679c\u3001\u57fa\u672c\u7684\u306a\u4e00\u822c\u5e38\u8b58\u3078\u306e\u56de\u7b54\u54c1\u8cea\u304c\u8457\u3057\u304f\u52a3\u5316\u3059\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u7834\u6ec5\u7684\u5fd8\u5374\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306e\u4e3b\u306a\u624b\u6cd5\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u624b\u6cd5<\/td><td>\u6982\u8981<\/td><\/tr><tr><td>PEFT\uff08LoRA\u306a\u3069\uff09<\/td><td>\u66f4\u65b0\u7bc4\u56f2\u3092\u9650\u5b9a\u3057\u3001\u4e8b\u524d\u5b66\u7fd2\u306e\u77e5\u8b58\u3092\u4fdd\u8b77\u3059\u308b<\/td><\/tr><tr><td>EWC\uff08\u5f3e\u6027\u91cd\u307f\u56fa\u5b9a\uff09<\/td><td>\u91cd\u8981\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5909\u66f4\u306b\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u79d1\u3057\u3001\u77e5\u8b58\u6d88\u5931\u3092\u6291\u5236\u3059\u308b<\/td><\/tr><tr><td>ER\uff08\u7d4c\u9a13\u518d\u751f\uff09<\/td><td>\u4e8b\u524d\u5b66\u7fd2\u6642\u306e\u30c7\u30fc\u30bf\u3092\u518d\u5229\u7528\u3057\u3001\u65e2\u5b58\u77e5\u8b58\u306e\u4fdd\u6301\u3092\u4fc3\u3059<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u7387\u3092\u4f4e\u3081\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3082\u3001\u7834\u6ec5\u7684\u5fd8\u5374\u306e\u6291\u5236\u306b\u6709\u52b9\u306a\u624b\u6bb5\u306e\u4e00\u3064\u3067\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u3067\u57f9\u308f\u308c\u305f\u6c4e\u7528\u7684\u306a\u77e5\u8b58\u3092\u610f\u56f3\u7684\u306b\u4fdd\u8b77\u3059\u308b\u8a2d\u8a08\u304c\u306a\u3051\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306e\u5b9f\u7528\u6027\u306f\u5927\u304d\u304f\u640d\u306a\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u5c02\u9580\u4eba\u6750\u306e\u78ba\u4fdd\u304c\u5fc5\u8981\u306b\u306a\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30c7\u30d7\u30ed\u30a4\u5f8c\u3082\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/span><\/strong>AI\u6280\u8853\u306e\u9032\u5316\u306f\u6025\u901f\u3067\u3001\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30c7\u30fc\u30bf\u306e\u767b\u5834\u306b\u5fdc\u3058\u3066\u30e2\u30c7\u30eb\u306e\u518d\u8abf\u6574\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5916\u90e8\u74b0\u5883\u306e\u5909\u5316\u3092\u898b\u8d8a\u3057\u305f\u5b9a\u671f\u7684\u306a\u898b\u76f4\u3057\u3092\u6020\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u5b9f\u7528\u6c34\u6e96\u3092\u4e0b\u56de\u308b\u30ea\u30b9\u30af\u306f\u5426\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u7d99\u7d9a\u7684\u306a\u904b\u7528\u3067\u6c42\u3081\u3089\u308c\u308b\u4e3b\u306a\u5bfe\u5fdc\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u5b9a\u671f\u7684\u306a\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u5b9f\u65bd<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u30c9\u30ea\u30d5\u30c8\uff08\u6027\u80fd\u306e\u7d4c\u6642\u52a3\u5316\uff09\u306e\u65e9\u671f\u691c\u77e5\u3068\u5bfe\u51e6<\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u7cbe\u901a\u3057\u305f\u5c02\u9580\u4eba\u6750\u306e\u914d\u7f6e\u3001\u307e\u305f\u306f\u5916\u90e8\u30b5\u30dd\u30fc\u30c8\u306e\u6d3b\u7528<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u793e\u5185\u306b\u5c02\u9580\u30ea\u30bd\u30fc\u30b9\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u3001\u5916\u90e8\u306e\u5c02\u9580\u696d\u8005\u306b\u3088\u308b\u30b5\u30dd\u30fc\u30c8\u3092\u53d7\u3051\u308b\u3053\u3068\u3082\u9078\u629e\u80a2\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010FAQ\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-9-1024x576.jpg\" alt=\"\u3010FAQ\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\" class=\"wp-image-5579\" srcset=\"https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-9-1024x576.jpg 1024w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-9-300x169.jpg 300w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-9-768x432.jpg 768w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-9-1536x864.jpg 1536w, https:\/\/bytech.jp\/blog\/wp-content\/uploads\/2026\/06\/ChatGPT-Image-2026\u5e746\u67089\u65e5-13_17_01-9.jpg 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u969b\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u30b3\u30b9\u30c8\u3001\u5546\u7528\u5229\u7528\u306e\u53ef\u5426\u306a\u3069\u3001\u5b9f\u52d9\u7684\u306a\u7591\u554f\u304c\u751f\u3058\u3084\u3059\u3044\u5834\u9762\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b5\u3064\u306e\u8cea\u554f\u306b\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u91cf\u306e\u76ee\u5b89\u306f\u3069\u306e\u304f\u3089\u3044\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u91cf\u306f\u3001\u5bfe\u8c61\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u3084\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002OpenAI\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3067\u306f\u3001GPT-3.5-turbo\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u6700\u4f4e10\u4ef6\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u7684\u306b\u300150\u301c100\u4ef6\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b5\u30f3\u30d7\u30eb\u304c\u3042\u308c\u3070\u3001\u660e\u78ba\u306a\u6539\u5584\u3092\u78ba\u8a8d\u3067\u304d\u308b\u6c34\u6e96\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u30bf\u30b9\u30af\u306e\u96e3\u6613\u5ea6\u3084\u6c42\u3081\u308b\u7cbe\u5ea6\u306b\u3088\u3063\u3066\u306f\u3001\u6570\u767e\u301c\u6570\u5343\u4ef6\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u8981\u306a\u306e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u91cf\u3060\u3051\u3067\u306a\u304f\u8cea\u306e\u9ad8\u3055\u3067\u3059\u3002\u5c11\u91cf\u3067\u3082\u30bf\u30b9\u30af\u306b\u76f4\u7d50\u3057\u305f\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3067\u3042\u308c\u3070\u3001\u6709\u610f\u306a\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002\u4e00\u65b9\u3001\u5927\u91cf\u3067\u3042\u3063\u3066\u3082\u3001\u30ce\u30a4\u30ba\u3084\u504f\u308a\u304c\u591a\u3044\u30c7\u30fc\u30bf\u3067\u306f\u7cbe\u5ea6\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30c7\u30fc\u30bf\u91cf\u306e\u76ee\u5b89\u3068\u5bfe\u5fdc\u65b9\u91dd\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u30b5\u30f3\u30d7\u30eb\u6570<\/td><td>\u60f3\u5b9a\u3055\u308c\u308b\u52b9\u679c<\/td><\/tr><tr><td>10\u301c49\u4ef6<\/td><td>\u6700\u4f4e\u9650\u306e\u52d5\u4f5c\u78ba\u8a8d\u3002\u7cbe\u5ea6\u5411\u4e0a\u306f\u9650\u5b9a\u7684<\/td><\/tr><tr><td>50\u301c100\u4ef6<\/td><td>\u660e\u78ba\u306a\u6539\u5584\u304c\u671f\u5f85\u3067\u304d\u308b\u51fa\u767a\u70b9<\/td><\/tr><tr><td>\u6570\u767e\u301c\u6570\u5343\u4ef6<\/td><td>\u9ad8\u96e3\u5ea6\u30bf\u30b9\u30af\u3084\u9ad8\u7cbe\u5ea6\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u5408\u306b\u5fc5\u8981<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><span class=\"swl-marker mark_orange\">\u307e\u305a50\u4ef6\u7a0b\u5ea6\u306e\u4e01\u5be7\u306b\u4f5c\u6210\u3057\u305f\u30b5\u30f3\u30d7\u30eb\u3067\u958b\u59cb\u3057\u3001\u6539\u5584\u50be\u5411\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u6bb5\u968e\u7684\u306b\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/strong>\u30c7\u30fc\u30bf\u6e96\u5099\u306b\u306f\u5de5\u6570\u3068\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u8a08\u753b\u7684\u306a\u53d6\u308a\u7d44\u307f\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306f\u3069\u3061\u3089\u3092\u9078\u3076\u3079\u304d\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306e\u9078\u629e\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u89e3\u6c7a\u3057\u305f\u3044\u8ab2\u984c\u306e\u6027\u8cea\u306b\u3088\u3063\u3066\u5224\u65ad\u3057\u307e\u3059\u3002<\/span><\/strong>\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u3084\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u3092\u6052\u4e45\u7684\u306b\u5909\u3048\u305f\u3044\u5834\u5408\u3084\u3001\u5c02\u9580\u7528\u8a9e\u30fb\u696d\u754c\u77e5\u8b58\u3092\u30e2\u30c7\u30eb\u306b\u5185\u5728\u5316\u3055\u305b\u305f\u3044\u5834\u5408\u306b\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u65b0\u60c5\u5831\u3084\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3092\u6271\u3044\u305f\u3044\u5834\u5408\u3084\u3001\u56de\u7b54\u306e\u51fa\u5178\u3092\u660e\u793a\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u53c2\u7167\u3059\u308bRAG\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u76ee\u7684\u5225\u306e\u9078\u629e\u57fa\u6e96\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u76ee\u7684<\/td><td>\u9069\u3057\u305f\u624b\u6cd5<\/td><\/tr><tr><td>\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u3084\u5c02\u9580\u77e5\u8b58\u306e\u5185\u5728\u5316<\/td><td>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td><\/tr><tr><td>\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u30fb\u51fa\u5178\u306e\u660e\u793a<\/td><td>RAG<\/td><\/tr><tr><td>\u51fa\u529b\u306e\u7c21\u6613\u306a\u8abf\u6574<\/td><td>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/td><\/tr><tr><td>\u4e21\u65b9\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u305f\u3044<\/td><td>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u6d3b\u7528<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u52d9\u3067\u306e\u4e00\u822c\u7684\u306a\u5224\u65ad\u9806\u5e8f\u306f\u3001\u307e\u305a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u304b\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5916\u90e8\u77e5\u8b58\u306e\u53c2\u7167\u304c\u5fc5\u8981\u3067\u3042\u308c\u3070RAG\u3092\u9078\u629e\u3057\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u80fd\u529b\u3092\u6839\u672c\u7684\u306b\u5909\u3048\u305f\u3044\u5834\u5408\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u691c\u8a0e\u3059\u308b\u6d41\u308c\u304c\u5b9a\u7740\u3057\u3066\u3044\u307e\u3059\u3002\u4e21\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u6d3b\u7528\u3082\u3001\u691c\u8a0e\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306bGPU\u306f\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u304c\u5fc5\u8981\u304b\u3069\u3046\u304b\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u5229\u7528\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/span><\/strong>OpenAI\u306a\u3069\u306eLLM\u30d7\u30ed\u30d0\u30a4\u30c0\u304c\u63d0\u4f9b\u3059\u308b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3001GPU\u51e6\u7406\u306f\u30d7\u30ed\u30d0\u30a4\u30c0\u5074\u306e\u30b5\u30fc\u30d0\u30fc\u3067\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u51e6\u7406\u304c\u958b\u59cb\u3055\u308c\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u81ea\u8eab\u304cGPU\u74b0\u5883\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30ab\u30eb\u3084\u81ea\u793e\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5834\u5408\u306f\u3001GPU\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001LoRA\u3084QLoRA\u306a\u3069\u306ePEFT\u624b\u6cd5\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6bd4\u8f03\u7684\u5c0f\u898f\u6a21\u306aGPU\u74b0\u5883\u3067\u3082\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u5b9f\u884c\u74b0\u5883\u5225\u306eGPU\u8981\u5426\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u5b9f\u884c\u74b0\u5883<\/td><td>GPU\u8981\u5426<\/td><td>\u7279\u5fb4<\/td><\/tr><tr><td>OpenAI\u306a\u3069\u306e\u30d7\u30ed\u30d0\u30a4\u30c0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/td><td>\u4e0d\u8981<\/td><td>\u30c7\u30fc\u30bf\u6e96\u5099\u3068\u30b3\u30de\u30f3\u30c9\u5b9f\u884c\u306e\u307f\u3067\u5b8c\u7d50<\/td><\/tr><tr><td>\u30ed\u30fc\u30ab\u30eb\u30fb\u81ea\u793e\u30af\u30e9\u30a6\u30c9\u74b0\u5883<\/td><td>\u5fc5\u8981<\/td><td>PEFT\u624b\u6cd5\u3067\u5c0f\u898f\u6a21GPU\u3067\u3082\u5bfe\u5fdc\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cbb\u7528\u9762\u3067\u306f\u3001\u30d7\u30ed\u30d0\u30a4\u30c0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5c02\u7528\u306e\u8ab2\u91d1\u4f53\u7cfb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u81ea\u524d\u306eGPU\u74b0\u5883\u69cb\u7bc9\u3068\u306e\u30b3\u30b9\u30c8\u5bfe\u52b9\u679c\u3092\u4e8b\u524d\u306b\u6bd4\u8f03\u3057\u305f\u3046\u3048\u3067\u3001\u5b9f\u884c\u74b0\u5883\u3092\u9078\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u751f\u6210\u3057\u305f\u56de\u7b54\u306e\u5546\u7528\u5229\u7528\u306f\u53ef\u80fd\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u5546\u7528\u5229\u7528\u306e\u53ef\u5426\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u4ef6\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002<\/span><\/strong>OpenAI\u306eGPT\u30b7\u30ea\u30fc\u30ba\u3067\u306f\u3001API\u3092\u901a\u3058\u3066\u751f\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u5546\u7528\u5229\u7528\u304c\u3001\u5229\u7528\u898f\u7d04\u306e\u7bc4\u56f2\u5185\u3067\u8a8d\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Meta\u306eLlama\u30b7\u30ea\u30fc\u30ba\u306a\u3069\u3001\u5546\u7528\u5229\u7528\u53ef\u80fd\u306a\u30e9\u30a4\u30bb\u30f3\u30b9\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3082\u9078\u629e\u80a2\u306e\u4e00\u3064\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u30e2\u30c7\u30eb\u3054\u3068\u306b\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u4ef6\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u500b\u5225\u306e\u78ba\u8a8d\u304c\u5fc5\u9808\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u5546\u7528\u5229\u7528\u524d\u306b\u78ba\u8a8d\u3059\u3079\u304d3\u3064\u306e\u9805\u76ee\uff1e<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list is-style-check_list\">\n<li>\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u4ef6\uff08\u5546\u7528\u5229\u7528\u306e\u8a31\u53ef\u7bc4\u56f2\uff09<\/li>\n\n\n\n<li>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8457\u4f5c\u6a29\u3084\u5229\u7528\u6761\u4ef6\uff08\u7121\u65ad\u4f7f\u7528\u306b\u3088\u308b\u4fb5\u5bb3\u30ea\u30b9\u30af\uff09<\/li>\n\n\n\n<li>\u751f\u6210\u7269\u306e\u5229\u7528\u7bc4\u56f2\uff08\u518d\u914d\u5e03\u30fb\u8ca9\u58f2\u306e\u53ef\u5426\uff09<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3059\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8457\u4f5c\u6a29\u306b\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u8457\u4f5c\u7269\u3092\u7121\u65ad\u3067\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u3081\u305f\u5834\u5408\u3001\u751f\u6210\u7d50\u679c\u304c\u8457\u4f5c\u6a29\u4fb5\u5bb3\u306b\u8a72\u5f53\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u5546\u7528\u5229\u7528\u3092\u524d\u63d0\u3068\u3059\u308b\u5834\u5408\u306f\u3001\u6cd5\u52d9\u90e8\u9580\u3084\u5c02\u9580\u5bb6\u3078\u306e\u4e8b\u524d\u76f8\u8ac7\u304c\u63a8\u5968\u3055\u308c\u307e\u3059<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3067\u304d\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3067\u304d\u308b\u74b0\u5883\u306f\u3001\u8fd1\u5e74\u6025\u901f\u306b\u6574\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002OpenAI\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u7ba1\u7406\u753b\u9762\u4e0a\u304b\u3089\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u884c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TensorFlow\u3084PyTorch\u3092\u7528\u3044\u305f\u8907\u96d1\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u4e0d\u8981\u3067\u3001\u64cd\u4f5c\u306e\u6577\u5c45\u306f\u5927\u5e45\u306b\u4e0b\u304c\u3063\u3066\u3044\u307e\u3059\u3002Google AutoML\u306e\u3088\u3046\u306a\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u3067\u306f\u3001<strong><span class=\"swl-marker mark_orange\">\u30de\u30a6\u30b9\u64cd\u4f5c\u3060\u3051\u3067\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3068\u8a55\u4fa1\u3092\u5b8c\u7d50\u3055\u305b\u3089\u308c\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff1c\u30ce\u30fc\u30b3\u30fc\u30c9\u30fb\u30ed\u30fc\u30b3\u30fc\u30c9\u3067\u6d3b\u7528\u3067\u304d\u308b\u4e3b\u306a\u30c4\u30fc\u30eb\uff1e<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u30c4\u30fc\u30eb<\/td><td>\u7279\u5fb4<\/td><\/tr><tr><td>OpenAI Fine-tuning<\/td><td>\u7ba1\u7406\u753b\u9762\u304b\u3089\u30c7\u30fc\u30bf\u6e96\u5099\u30fb\u5b9f\u884c\u304c\u53ef\u80fd<\/td><\/tr><tr><td>Google AutoML<\/td><td>\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u304c\u5b8c\u7d50<\/td><\/tr><tr><td>Hugging Face AutoTrain<\/td><td>GUI\u30d9\u30fc\u30b9\u3067\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u5bfe\u5fdc<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c4\u30fc\u30eb\u306e\u64cd\u4f5c\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u4e0d\u8981\u3067\u3082\u3001\u52b9\u679c\u7684\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u5225\u306e\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u30fb\u54c1\u8cea\u7ba1\u7406\u30fb\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u57fa\u672c\u7684\u306a\u7406\u89e3\u30fb\u8a55\u4fa1\u65b9\u6cd5\u306e\u30ea\u30c6\u30e9\u30b7\u30fc\u306f\u3001\u7cbe\u5ea6\u5411\u4e0a\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p 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[&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":5570,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[52],"tags":[59,169],"class_list":["post-5397","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool-model","tag-ai-business","tag-169"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/posts\/5397","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/comments?post=5397"}],"version-history":[{"count":2,"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/posts\/5397\/revisions"}],"predecessor-version":[{"id":5580,"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/posts\/5397\/revisions\/5580"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/media\/5570"}],"wp:attachment":[{"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/media?parent=5397"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/categories?post=5397"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bytech.jp\/blog\/wp-json\/wp\/v2\/tags?post=5397"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}