{"id":8192,"date":"2024-07-19T10:14:11","date_gmt":"2024-07-19T08:14:11","guid":{"rendered":"http:\/\/nextbrain.ai\/?p=8192"},"modified":"2024-07-19T10:14:14","modified_gmt":"2024-07-19T08:14:14","slug":"fine-tuning-or-rag-whats-the-best-approach","status":"publish","type":"post","link":"https:\/\/nextbrain.ai\/ja\/blog\/fine-tuning-or-rag-whats-the-best-approach","title":{"rendered":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u307e\u305f\u306fRAG: \u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u4f55\u304b"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"8192\" class=\"elementor elementor-8192\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6be8833 e-flex e-con-boxed e-con e-parent\" data-id=\"6be8833\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-841bcdd e-con-full e-flex e-con e-child\" data-id=\"841bcdd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39efe0d elementor-widget elementor-widget-text-editor\" data-id=\"39efe0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"p1\">AI\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u3057\u307e\u3057\u3087\u3046\u3002\u305f\u3068\u3048\u3042\u306a\u305f\u306e\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u904e\u53bb\u306e\u4f1a\u8a71\u3084\u9867\u5ba2\u306eCRM\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u307e\u305f\u306f\u30c1\u30b1\u30c3\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u4fdd\u5b58\u3055\u308c\u305f\u88fd\u54c1\u60c5\u5831\u306a\u3069\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u52b9\u679c\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p><p class=\"p1\">\u3053\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001LLM\u3068\u306e\u7d71\u5408\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u4f7f\u7528\u3059\u308b\u305f\u3081\u306eRAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9078\u629e\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p><p>\u3057\u304b\u3057\u3001\u6700\u826f\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u2014\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u305d\u308c\u3068\u3082Retrieval Augmented Generation (RAG)\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u308c\u3089\u306e\u8a73\u7d30\u306a\u6bd4\u8f03\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6546671 e-con-full e-flex e-con e-child\" data-id=\"6546671\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-91e539a elementor-widget elementor-widget-image\" data-id=\"91e539a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning-300x300.png\" class=\"attachment-medium size-medium wp-image-8193\" alt=\"\" srcset=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning-300x300.png 300w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning-1024x1024.png 1024w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning-150x150.png 150w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning-768x768.png 768w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning-12x12.png 12w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bdb044 e-flex e-con-boxed e-con e-parent\" data-id=\"4bdb044\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a1630b elementor-widget elementor-widget-text-editor\" data-id=\"1a1630b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Retrieval Augmented Generation (RAG)<\/h3><p>RAG\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u53d6\u5f97\u3057\u3001\u5b9f\u884c\u6642\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6ce8\u5165\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306f\u3001\u9867\u5ba2\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u3001CRM\u3084Google Drive\u306a\u3069\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p><h4>RAG\u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/h4><ol><li><p><strong>\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3068\u30b9\u30c8\u30ec\u30fc\u30b8<\/strong>:<\/p><ul><li><strong>: \u521d\u671f\u306b\u3059\u3079\u3066\u306e\u95a2\u9023\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/strong>\u6700\u521d\u306b\u3059\u3079\u3066\u306e\u95a2\u9023\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u30d7\u30eb\u3057\u307e\u3059\u3002<\/li><li><strong>: \u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u30b8\u30e7\u30d6\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/strong>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u30b8\u30e7\u30d6\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li><li><strong>\u57cb\u3081\u8fbc\u307f\u3068\u30b9\u30c8\u30ec\u30fc\u30b8<\/strong>: \u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u3066\u53d6\u5f97\u3059\u308b\u3002<\/li><\/ul><\/li><li><p><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3<\/strong>:<\/p><ul><li><strong>\u5b9f\u884c\u6642<\/strong>: \u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u3092\u521d\u671f\u30d7\u30ed\u30f3\u30d7\u30c8\/\u30af\u30a8\u30ea\u306b\u6ce8\u5165\u3057\u3066LLM\u304c\u6700\u7d42\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3002<\/li><\/ul><\/li><\/ol><h3>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/h3><p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u30c9\u30e1\u30a4\u30f3\u7279\u5316\u578b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305fLLM\u3092\u3055\u3089\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3092\u542b\u307f\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001AI\u55b6\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u3001\u30bb\u30fc\u30eb\u30b9\u30e1\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u30e2\u30c7\u30eb\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p><h4>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u8ab2\u984c<\/h4><ul><li><strong>\u30c7\u30fc\u30bf\u6e96\u5099<\/strong>: \u30af\u30ea\u30fc\u30f3\u3067\u69cb\u9020\u5316\u3055\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li><li><strong>\u4e88\u6e2c\u53ef\u80fd\u306a\u7d50\u679c<\/strong>\u3088\u308a\u4e88\u6e2c\u53ef\u80fd\u306a\u7d50\u679c\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\u304c\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e4e9e e-flex e-con-boxed e-con e-parent\" data-id=\"f0e4e9e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4264de2 elementor-widget elementor-widget-text-editor\" data-id=\"4264de2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 style=\"text-align: center;\"><strong>RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0: \u3069\u3061\u3089\u3092\u9078\u3076\u3079\u304d\u304b\uff1f<\/strong><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-190eb35 e-flex e-con-boxed e-con e-parent\" data-id=\"190eb35\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-66b3de7 e-con-full e-flex e-con e-child\" data-id=\"66b3de7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0ba985 elementor-widget elementor-widget-text-editor\" data-id=\"a0ba985\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>RAG\u3092\u4f7f\u7528\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0<\/h3><ul><li>\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6ce8\u5165\u3057\u307e\u3059\u3002<\/li><li>\u69cb\u9020\u5316\u3055\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u4e0d\u8981\u3067\u3059\u3002<\/li><li>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u95a2\u9023\u3059\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-27cc50b e-con-full e-flex e-con e-child\" data-id=\"27cc50b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ffb75a5 elementor-widget elementor-widget-text-editor\" data-id=\"ffb75a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u7528\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0<\/h3><ul><li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u7279\u5b9a\u306e\u3001\u3088\u304f\u6e96\u5099\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308b\u5834\u5408\u3002<\/li><li>\u4e88\u6e2c\u53ef\u80fd\u306a\u7d50\u679c\u3092\u5fc5\u8981\u3068\u3059\u308b\u30bf\u30b9\u30af\u306e\u5834\u5408\u3002<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6fd8455 e-flex e-con-boxed e-con e-parent\" data-id=\"6fd8455\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0815f9f elementor-widget elementor-widget-text-editor\" data-id=\"0815f9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><strong>RAG\u306e\u5b9f\u88c5<\/strong><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d09cc6 elementor-widget elementor-widget-image\" data-id=\"2d09cc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"264\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS.png\" class=\"attachment-large size-large wp-image-7815 lazyload\" alt=\"\" data-srcset=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS.png 770w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS-300x136.png 300w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS-768x349.png 768w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAgAS-18x8.png 18w\" data-sizes=\"(max-width: 580px) 100vw, 580px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 580px; --smush-placeholder-aspect-ratio: 580\/264;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ed9a98 elementor-widget elementor-widget-text-editor\" data-id=\"1ed9a98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f<\/h3><p>\u3042\u306a\u305f\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u3069\u3053\u306b\u5b58\u5728\u3059\u308b\u304b\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Notion\u3001Google Drive\u3001Slack\u3001Salesforce\u306a\u3069\u3067\u3059\u3002\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u3068\u66f4\u65b0\u3092\u53d6\u308a\u8fbc\u3080\u305f\u3081\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p><h3>\u30c7\u30fc\u30bf\u306e\u30c1\u30e3\u30f3\u30af\u5316\u3068\u57cb\u3081\u8fbc\u307f<\/h3><p>\u307b\u3068\u3093\u3069\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u975e\u69cb\u9020\u7684\u3067\u3059\u3002\u30c1\u30e3\u30f3\u30af\u5316\u6226\u7565\u3092\u4f7f\u7528\u3057\u3001\u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u985e\u4f3c\u6027\u691c\u7d22\u306e\u305f\u3081\u306e\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p><h3>\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u53d6\u5f97<\/h3><p>\u57cb\u3081\u8fbc\u307f\u3092\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u3066\u8fc5\u901f\u306b\u53d6\u5f97\u3057\u307e\u3059\u3002\u5b9f\u884c\u6642\u306b\u985e\u4f3c\u6027\u691c\u7d22\u3092\u884c\u3044\u3001\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u307e\u3059\u3002<\/p><h3>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6a29\u9650<\/h3><p>\u30c7\u30fc\u30bf\u6f0f\u6d29\u3092\u9632\u3050\u305f\u3081\u306b\u3001\u5b89\u5168\u306a\u4fdd\u5b58\u3068\u9069\u5207\u306a\u6a29\u9650\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306eLLM\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u5404\u9867\u5ba2\u306e\u305f\u3081\u306b\u5225\u3005\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u5c55\u958b\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c05169 e-flex e-con-boxed e-con e-parent\" data-id=\"9c05169\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-519b5f0 elementor-widget elementor-widget-text-editor\" data-id=\"519b5f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9<\/strong><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66cfe47 elementor-widget elementor-widget-image\" data-id=\"66cfe47\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/07\/Fine-Tuning.png\" title=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 770px; --smush-placeholder-aspect-ratio: 770\/350;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d567d50 elementor-widget elementor-widget-text-editor\" data-id=\"d567d50\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3068\u6e96\u5099<\/h3><p>\u5916\u90e8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u3001\u30af\u30ea\u30fc\u30f3\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u691c\u8a3c\u3057\u3066\u3001\u54c1\u8cea\u306e\u9ad8\u3044\u5165\u529b\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p><h3>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u8a3c<\/h3><p>\u6e96\u5099\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3057\u307e\u3059\u3002\u30c7\u30d7\u30ed\u30a4\u524d\u306b\u30e2\u30c7\u30eb\u304c\u6027\u80fd\u57fa\u6e96\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p><h3>\u5f37\u5316\u5b66\u7fd2<\/h3><p>\u30e6\u30fc\u30b6\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u3067\u5f37\u5316\u5b66\u7fd2\u30eb\u30fc\u30d7\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b361ecc e-flex e-con-boxed e-con e-parent\" data-id=\"b361ecc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bea0501 elementor-widget elementor-widget-text-editor\" data-id=\"bea0501\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4e21\u65b9\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066LLM\u306e\u51fa\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002\u5805\u7262\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u8907\u96d1\u3055\u3092\u8003\u3048\u308b\u3068\u3001\u4e00\u822c\u7684\u306bRAG\u304b\u3089\u59cb\u3081\u308b\u65b9\u304c\u6709\u76ca\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u4e21\u65b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-402595c e-flex e-con-boxed e-con e-parent\" data-id=\"402595c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4348e57 elementor-widget elementor-widget-text-editor\" data-id=\"4348e57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u3067\u00a0<a href=\"http:\/\/nextbrain.ai\/ja\/\">NextBrain AI<\/a>\u3001\u6700\u65b0\u306eAI\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u6280\u8853\u7684\u306a\u5b9f\u88c5\u306b\u4f34\u3046\u8907\u96d1\u3055\u306a\u3057\u306b\u3001\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u5b9f\u7528\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u00a0<a href=\"http:\/\/nextbrain.ai\/ja\/schedule-your-free-demo\/\">\u4eca\u65e5\u30c7\u30e2\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044<\/a>\u00a0\u79c1\u305f\u3061\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3092\u76f4\u63a5\u4f53\u9a13\u3059\u308b\u305f\u3081\u306b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fcdff78 e-flex e-con-boxed e-con e-parent\" data-id=\"fcdff78\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8beda9c elementor-widget elementor-widget-image\" data-id=\"8beda9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"http:\/\/nextbrain.ai\/ja\/schedule-your-free-demo \/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/03\/Book-A-Demo.png\" title=\"\u30c7\u30e2\u3092\u4e88\u7d04\u3059\u308b\" alt=\"\u30c7\u30e2\u3092\u4e88\u7d04\u3059\u308b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1495px; --smush-placeholder-aspect-ratio: 1495\/120;\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Let\u2019s say you need to build an AI customer service chatbot. Even if your model is fine-tuned with a specific training dataset, it would be [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8193,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[70],"tags":[701,703,702,698,704,705,699,587,700,599],"class_list":["post-8192","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai-saas","tag-contextual-data","tag-data-ingestion","tag-fine-tuning","tag-large-language-models","tag-llm-optimization","tag-multi-tenant-ai","tag-rag","tag-retrieval-augmented-generation","tag-vector-database"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Fine-tuning or RAG: What\u2019s the Best Approach - NextBrain AI | No-Code Machine Learning<\/title>\n<meta name=\"description\" content=\"Explore the differences between Retrieval Augmented Generation (RAG) and fine-tuning to optimize LLMs by integrating contextual data effectively.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nextbrain.ai\/ja\/blog\/fine-tuning-or-rag-whats-the-best-approach\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Fine-tuning or RAG: What\u2019s the Best Approach - NextBrain AI | No-Code Machine Learning\" \/>\n<meta property=\"og:description\" content=\"Explore the differences between Retrieval Augmented Generation (RAG) and fine-tuning to optimize LLMs by integrating contextual data effectively.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nextbrain.ai\/ja\/blog\/fine-tuning-or-rag-whats-the-best-approach\" \/>\n<meta property=\"og:site_name\" content=\"NextBrain AI | No-Code Machine Learning\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-19T08:14:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-07-19T08:14:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin1061\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@nextbrain_ai\" \/>\n<meta name=\"twitter:site\" content=\"@nextbrain_ai\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin1061\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u307e\u305f\u306fRAG\uff1a\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3069\u308c\u304b - NextBrain AI | \u30ce\u30fc\u30b3\u30fc\u30c9\u6a5f\u68b0\u5b66\u7fd2","description":"\u60c5\u5831\u53d6\u5f97\u5f37\u5316\u751f\u6210\uff08RAG\uff09\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u3092\u63a2\u308a\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u7d71\u5408\u3057\u3066LLM\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3064\u3051\u307e\u3057\u3087\u3046\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/nextbrain.ai\/ja\/blog\/fine-tuning-or-rag-whats-the-best-approach","og_locale":"ja_JP","og_type":"article","og_title":"Fine-tuning or RAG: What\u2019s the Best Approach - NextBrain AI | No-Code Machine Learning","og_description":"Explore the differences between Retrieval Augmented Generation (RAG) and fine-tuning to optimize LLMs by integrating contextual data effectively.","og_url":"https:\/\/nextbrain.ai\/ja\/blog\/fine-tuning-or-rag-whats-the-best-approach","og_site_name":"NextBrain AI | No-Code Machine Learning","article_published_time":"2024-07-19T08:14:11+00:00","article_modified_time":"2024-07-19T08:14:14+00:00","og_image":[{"width":1080,"height":1080,"url":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning.png","type":"image\/png"}],"author":"admin1061","twitter_card":"summary_large_image","twitter_creator":"@nextbrain_ai","twitter_site":"@nextbrain_ai","twitter_misc":{"\u57f7\u7b46\u8005":"admin1061"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#article","isPartOf":{"@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach"},"author":{"name":"admin1061","@id":"https:\/\/nextbrain.ai\/#\/schema\/person\/664f8de536c1bdc2b939139c7ddac060"},"headline":"Fine-tuning or RAG: What\u2019s the Best Approach","datePublished":"2024-07-19T08:14:11+00:00","dateModified":"2024-07-19T08:14:14+00:00","mainEntityOfPage":{"@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach"},"wordCount":555,"commentCount":0,"publisher":{"@id":"https:\/\/nextbrain.ai\/#organization"},"image":{"@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#primaryimage"},"thumbnailUrl":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning.png","keywords":["AI SaaS","Contextual Data","Data Ingestion","Fine-tuning","Large Language Models","LLM Optimization","Multi-tenant AI","RAG","Retrieval Augmented Generation","vector database"],"articleSection":["blog"],"inLanguage":"ja","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#respond"]}]},{"@type":"WebPage","@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach","url":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach","name":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u307e\u305f\u306fRAG\uff1a\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3069\u308c\u304b - NextBrain AI | \u30ce\u30fc\u30b3\u30fc\u30c9\u6a5f\u68b0\u5b66\u7fd2","isPartOf":{"@id":"https:\/\/nextbrain.ai\/#website"},"primaryImageOfPage":{"@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#primaryimage"},"image":{"@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#primaryimage"},"thumbnailUrl":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning.png","datePublished":"2024-07-19T08:14:11+00:00","dateModified":"2024-07-19T08:14:14+00:00","description":"\u60c5\u5831\u53d6\u5f97\u5f37\u5316\u751f\u6210\uff08RAG\uff09\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044\u3092\u63a2\u308a\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u7d71\u5408\u3057\u3066LLM\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3064\u3051\u307e\u3057\u3087\u3046\u3002","breadcrumb":{"@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#primaryimage","url":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning.png","contentUrl":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-or-Fine-tuning.png","width":1080,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/nextbrain.ai\/blog\/fine-tuning-or-rag-whats-the-best-approach#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/nextbrain.ai\/"},{"@type":"ListItem","position":2,"name":"Fine-tuning or RAG: What\u2019s the Best Approach"}]},{"@type":"WebSite","@id":"https:\/\/nextbrain.ai\/#website","url":"https:\/\/nextbrain.ai\/","name":"NextBrain AI | \u30ce\u30fc\u30b3\u30fc\u30c9\u6a5f\u68b0\u5b66\u7fd2","description":"\u610f\u601d\u6c7a\u5b9a\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3059\u308b","publisher":{"@id":"https:\/\/nextbrain.ai\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/nextbrain.ai\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/nextbrain.ai\/#organization","name":"NextBrain.ai","url":"https:\/\/nextbrain.ai\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/nextbrain.ai\/#\/schema\/logo\/image\/","url":"http:\/\/nextbrain.ai\/wp-content\/uploads\/2022\/01\/logoNext.png","contentUrl":"http:\/\/nextbrain.ai\/wp-content\/uploads\/2022\/01\/logoNext.png","width":270,"height":96,"caption":"NextBrain.ai"},"image":{"@id":"https:\/\/nextbrain.ai\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/nextbrain_ai","https:\/\/www.linkedin.com\/company\/nextbrain-ai\/","https:\/\/www.youtube.com\/channel\/UCpRhfXZE3YEdfgp2K0U9kxQ","https:\/\/github.com\/NextBrain-ai"]},{"@type":"Person","@id":"https:\/\/nextbrain.ai\/#\/schema\/person\/664f8de536c1bdc2b939139c7ddac060","name":"admin1061","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/nextbrain.ai\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/56db6a17980685fa0a8ed3f9e359af33?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/56db6a17980685fa0a8ed3f9e359af33?s=96&d=mm&r=g","caption":"admin1061"},"sameAs":["http:\/\/nextbrain.ai\/"]}]}},"_links":{"self":[{"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/posts\/8192"}],"collection":[{"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/comments?post=8192"}],"version-history":[{"count":25,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/posts\/8192\/revisions"}],"predecessor-version":[{"id":8219,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/posts\/8192\/revisions\/8219"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/media\/8193"}],"wp:attachment":[{"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/media?parent=8192"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/categories?post=8192"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/tags?post=8192"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}