{"id":7825,"date":"2024-05-14T11:18:00","date_gmt":"2024-05-14T09:18:00","guid":{"rendered":"http:\/\/nextbrain.ai\/?p=7825"},"modified":"2024-05-14T11:22:02","modified_gmt":"2024-05-14T09:22:02","slug":"rag-explained-in-simple-words","status":"publish","type":"post","link":"https:\/\/nextbrain.ai\/ja\/blog\/rag-explained-in-simple-words","title":{"rendered":"RAG\u3092\u7c21\u5358\u306b\u8aac\u660e\u3059\u308b\u3068"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"7825\" class=\"elementor elementor-7825\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16a4c4f e-flex e-con-boxed e-con e-parent\" data-id=\"16a4c4f\" 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-3b6a99a e-con-full e-flex e-con e-child\" data-id=\"3b6a99a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6028317 elementor-widget elementor-widget-text-editor\" data-id=\"6028317\" 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\">Retrieval-Augmented Generation (RAG)\u306f\u3001\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u8d85\u3048\u305f\u4fe1\u983c\u3067\u304d\u308b\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u6d17\u7df4\u3055\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p><p class=\"p1\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u308c\u304c\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u304b\u3092\u7c21\u5358\u306a\u8a00\u8449\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p><p>\u00a0<\/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-deb4cbe e-con-full e-flex e-con e-child\" data-id=\"deb4cbe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6cfef9b elementor-widget elementor-widget-image\" data-id=\"6cfef9b\" 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=\"150\" height=\"150\" data-src=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-150x150.png\" class=\"attachment-thumbnail size-thumbnail wp-image-7826 lazyload\" alt=\"\" data-srcset=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-150x150.png 150w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-300x300.png 300w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-1024x1024.png 1024w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-768x768.png 768w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG-12x12.png 12w, https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG.png 1080w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/>\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-0ef2659 e-flex e-con-boxed e-con e-parent\" data-id=\"0ef2659\" 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-3a2b43f elementor-widget elementor-widget-text-editor\" data-id=\"3a2b43f\" 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>\u30e6\u30fc\u30b6\u30fc\u304c\u3044\u308b\u3068\u60f3\u50cf\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u4eba\u9593\u3001\u30dc\u30c3\u30c8\u3001\u307e\u305f\u306f\u4ed6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001\u7279\u5b9a\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5f7c\u3089\u306f\u300c\u5357\u5730\u57df\u306e\u9867\u5ba2\u306b\u304a\u3051\u308bQ1\u306e\u89e3\u7d04\u7387\u306f\u4f55\u3067\u3057\u305f\u304b\uff1f\u300d\u3068\u5c0b\u306d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p><p>\u3053\u306e\u8cea\u554f\u306e\u6700\u521d\u306e\u90e8\u5206\u306f\u3001\u4e00\u822c\u7684\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u7bc4\u56f2\u5185\u306b\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u300c\u5357\u306e\u9867\u5ba2\u304b\u3089\u306eQ1\u300d\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306e\u7279\u7570\u6027\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u7279\u6709\u3067\u3042\u308a\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u305f\u3081\u3001LLM\u3067\u306f\u76f4\u63a5\u5229\u7528\u3067\u304d\u307e\u305b\u3093\u3002<\/p><p>\u3053\u308c\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u306fPDF\u3001\u4ed6\u306e\u30d3\u30b8\u30cd\u30b9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u3055\u3089\u306b\u306f\u753b\u50cf\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u5b9a\u306e\u30af\u30a8\u30ea\u306b\u6b63\u78ba\u306b\u56de\u7b54\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6b63\u3057\u3044\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\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-c5bdcbc e-flex e-con-boxed e-con e-parent\" data-id=\"c5bdcbc\" 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-148cf3b elementor-widget elementor-widget-text-editor\" data-id=\"148cf3b\" 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><strong>RAG\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5f79\u5272<\/strong><\/h3><p>\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u3068\u3001\u305d\u308c\u306f <span style=\"color: #ff9900;\">\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5165\u529b\u3055\u308c\u307e\u3059<\/span>\u3053\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u4e21\u65b9\u3092\u6570\u5b66\u7684\u306a\u914d\u5217\u5f62\u5f0f\u306b\u6574\u7406\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u751f\u306e\u30c7\u30fc\u30bf\u3068\u6bd4\u8f03\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u751f\u6210AI\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u3088\u308a\u7406\u89e3\u3057\u3084\u3059\u3044\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u3092\u542b\u3080\u57cb\u3081\u8fbc\u307f\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p><p>\u3053\u306e\u57cb\u3081\u8fbc\u307f\u306fLLM\u306b\u518d\u6295\u5165\u3055\u308c\u3001\u6b63\u78ba\u3067\u51fa\u6240\u304c\u660e\u78ba\u306a\u30c7\u30fc\u30bf\u3067\u5143\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8c4a\u304b\u306b\u3057\u307e\u3059\u3002LLM\u306f\u3053\u306e\u5f37\u5316\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u51e6\u7406\u3057\u3001\u5143\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u7b54\u3048\u3092\u63d0\u4f9b\u3057\u3001\u6b63\u78ba\u3055\u3068\u95a2\u9023\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p><p>\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5165\u308b\u3068\u3001Q1\u306e\u9867\u5ba2\u96e2\u308c\u7387\u306a\u3069\u306e\u9032\u884c\u4e2d\u306e\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3059\u308b\u57cb\u3081\u8fbc\u307f\u304c\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u7d99\u7d9a\u7684\u306a\u66f4\u65b0\u306b\u3088\u308a\u3001\u6b21\u306e\u30af\u30a8\u30ea\u304c\u6700\u65b0\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u60c5\u5831\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\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-84635d3 e-flex e-con-boxed e-con e-parent\" data-id=\"84635d3\" 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-9c0174a elementor-widget elementor-widget-text-editor\" data-id=\"9c0174a\" 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><strong>AI\u99c6\u52d5\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308b\u30ea\u30b9\u30af\u306e\u8efd\u6e1b<\/strong><\/h3>\n<p>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5165\u308b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306f\u3001\u751f\u6210\u3055\u308c\u308b\u51fa\u529b\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u30af\u30ea\u30fc\u30f3\u3067\u9069\u5207\u306b\u7ba1\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u307e\u305f\u3001\u30d7\u30ed\u30bb\u30b9\u3067\u4f7f\u7528\u3055\u308c\u308bLLM\u306e\u900f\u660e\u6027\u3082\u91cd\u8981\u3067\u3059\u3002\u4fe1\u983c\u6027\u3068\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u304c\u900f\u660e\u306aLLM\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p class=\"p1\">\u3067 <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 <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> \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-80f46f8 e-flex e-con-boxed e-con e-parent\" data-id=\"80f46f8\" 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-68e3b17 elementor-widget elementor-widget-image\" data-id=\"68e3b17\" 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>Retrieval-Augmented Generation (RAG) is the method of refining the output of a substantial language model by referring to a credible knowledge base beyond its training [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":7826,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[70],"tags":[598,601,290,434,264,597,600,282,587,599],"class_list":["post-7825","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai-driven-data-analysis","tag-business-insights","tag-data-analysis-2","tag-data-governance","tag-generative-ai","tag-large-language-model","tag-llm","tag-machine-learning","tag-rag","tag-vector-database"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>RAG Explained in Simple Words - NextBrain AI | No-Code Machine Learning<\/title>\n<meta name=\"description\" content=\"Discover how Retrieval-Augmented Generation (RAG) revolutionizes data handling with vector databases and large language models.\" \/>\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\/rag-explained-in-simple-words\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"RAG Explained in Simple Words - NextBrain AI | No-Code Machine Learning\" \/>\n<meta property=\"og:description\" content=\"Discover how Retrieval-Augmented Generation (RAG) revolutionizes data handling with vector databases and large language models.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nextbrain.ai\/ja\/blog\/rag-explained-in-simple-words\" \/>\n<meta property=\"og:site_name\" content=\"NextBrain AI | No-Code Machine Learning\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-14T09:18:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-14T09:22:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG.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\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"3\u5206\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"RAG\u3092\u7c21\u5358\u306a\u8a00\u8449\u3067\u8aac\u660e - NextBrain AI | \u30ce\u30fc\u30b3\u30fc\u30c9\u6a5f\u68b0\u5b66\u7fd2","description":"Retrieval-Augmented Generation\uff08RAG\uff09\u304c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u3069\u306e\u3088\u3046\u306b\u9769\u547d\u7684\u306b\u5909\u3048\u308b\u304b\u3092\u767a\u898b\u3057\u3066\u304f\u3060\u3055\u3044\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\/rag-explained-in-simple-words","og_locale":"ja_JP","og_type":"article","og_title":"RAG Explained in Simple Words - NextBrain AI | No-Code Machine Learning","og_description":"Discover how Retrieval-Augmented Generation (RAG) revolutionizes data handling with vector databases and large language models.","og_url":"https:\/\/nextbrain.ai\/ja\/blog\/rag-explained-in-simple-words","og_site_name":"NextBrain AI | No-Code Machine Learning","article_published_time":"2024-05-14T09:18:00+00:00","article_modified_time":"2024-05-14T09:22:02+00:00","og_image":[{"width":1080,"height":1080,"url":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG.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","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"3\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#article","isPartOf":{"@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words"},"author":{"name":"admin1061","@id":"https:\/\/nextbrain.ai\/#\/schema\/person\/664f8de536c1bdc2b939139c7ddac060"},"headline":"RAG Explained in Simple Words","datePublished":"2024-05-14T09:18:00+00:00","dateModified":"2024-05-14T09:22:02+00:00","mainEntityOfPage":{"@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words"},"wordCount":401,"commentCount":0,"publisher":{"@id":"https:\/\/nextbrain.ai\/#organization"},"image":{"@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#primaryimage"},"thumbnailUrl":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG.png","keywords":["AI-driven data analysis","business insights","data analysis","Data Governance","generative AI","large language model","LLM","Machine Learning","RAG","vector database"],"articleSection":["blog"],"inLanguage":"ja","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#respond"]}]},{"@type":"WebPage","@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words","url":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words","name":"RAG\u3092\u7c21\u5358\u306a\u8a00\u8449\u3067\u8aac\u660e - NextBrain AI | \u30ce\u30fc\u30b3\u30fc\u30c9\u6a5f\u68b0\u5b66\u7fd2","isPartOf":{"@id":"https:\/\/nextbrain.ai\/#website"},"primaryImageOfPage":{"@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#primaryimage"},"image":{"@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#primaryimage"},"thumbnailUrl":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG.png","datePublished":"2024-05-14T09:18:00+00:00","dateModified":"2024-05-14T09:22:02+00:00","description":"Retrieval-Augmented Generation\uff08RAG\uff09\u304c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u3069\u306e\u3088\u3046\u306b\u9769\u547d\u7684\u306b\u5909\u3048\u308b\u304b\u3092\u767a\u898b\u3057\u3066\u304f\u3060\u3055\u3044\u3002","breadcrumb":{"@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#primaryimage","url":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG.png","contentUrl":"https:\/\/nextbrain.ai\/wp-content\/uploads\/2024\/05\/RAG.png","width":1080,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/nextbrain.ai\/blog\/rag-explained-in-simple-words#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/nextbrain.ai\/"},{"@type":"ListItem","position":2,"name":"RAG Explained in Simple Words"}]},{"@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\/7825"}],"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=7825"}],"version-history":[{"count":19,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/posts\/7825\/revisions"}],"predecessor-version":[{"id":7845,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/posts\/7825\/revisions\/7845"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/media\/7826"}],"wp:attachment":[{"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/media?parent=7825"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/categories?post=7825"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nextbrain.ai\/ja\/wp-json\/wp\/v2\/tags?post=7825"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}