{"id":286,"date":"2025-03-31T12:50:07","date_gmt":"2025-03-31T03:50:07","guid":{"rendered":"https:\/\/ga4.odin-analytics.xyz\/?p=286"},"modified":"2025-04-01T09:42:16","modified_gmt":"2025-04-01T00:42:16","slug":"%e4%bb%8a%e3%81%93%e3%81%9d%e7%9f%a5%e3%82%8a%e3%81%9f%e3%81%84%ef%bc%81rag%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%81%ae%e5%85%a8%e4%bd%93%e5%83%8f%e3%81%a8%e5%b0%8e%e5%85%a5%e6%89%8b%e9%a0%86","status":"publish","type":"post","link":"https:\/\/www.ga4.odin-analytics.xyz\/?p=286","title":{"rendered":"RAG\u3068\u306f\uff1f\u751f\u6210AI\u3092\u5f37\u5316\u3059\u308b\u6280\u8853\u306e\u5168\u4f53\u50cf\u3068\u5c0e\u5165\u65b9\u6cd5"},"content":{"rendered":"\n<p>ChatGPT\u3084Claude\u306a\u3069\u306e\u751f\u6210AI\u304c\u8a71\u984c\u3092\u96c6\u3081\u308b\u4e00\u65b9\u3067\u3001\u300c\u3082\u3063\u3068\u5c02\u9580\u7684\u306a\u60c5\u5831\u3092\u7b54\u3048\u3066\u304f\u308c\u305f\u3089\u2026\u300d\u300c\u793e\u5185\u306e\u30c7\u30fc\u30bf\u3092\u6d3b\u304b\u305b\u305f\u3089\u2026\u300d\u3068\u611f\u3058\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u60a9\u307f\u306b\u5fdc\u3048\u308b\u306e\u304c\u3001\u8fd1\u5e74\u3001\u751f\u6210AI\u306e\u9032\u5316\u3068\u3068\u3082\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u6280\u8853\u306e\u4e00\u3064\u3067\u3042\u308b<strong>\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u300d<\/strong>\u3067\u3059\u3002\u7279\u306b\u3001\u793e\u5185\u306e\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u3084FAQ\u30dc\u30c3\u30c8\u69cb\u7bc9\u3001\u5c02\u9580\u9818\u57df\u306e\u60c5\u5831\u691c\u7d22\u306a\u3069\u306b\u304a\u3044\u3066\u3001\u305d\u306e\u9ad8\u3044\u7cbe\u5ea6\u3068\u5b9f\u7528\u6027\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6280\u8853\u3092\u4f7f\u3048\u3070\u3001\u751f\u6210AI\u306b\u300c\u81ea\u793e\u306e\u30ca\u30ec\u30c3\u30b8\u300d\u3084\u300c\u5c02\u9580\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u300d\u3092\u53c2\u7167\u3055\u305b\u306a\u304c\u3089\u3001<strong>\u6b63\u78ba\u304b\u3064\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u51fa\u3059AI\u30b7\u30b9\u30c6\u30e0<\/strong>\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u2015\u2015<\/p>\n\n\n\n<ul 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class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25f0%259f%258e%25af-%25e3%2581%259d%25e3%2582%2582%25e3%2581%259d%25e3%2582%2582rag%25e3%2581%25a8%25e3%2581%25af\">\ud83c\udfaf \u305d\u3082\u305d\u3082RAG\u3068\u306f\uff1f<\/h2>\n\n\n<p>**RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09**\u3068\u306f\u3001AI\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u3001\u4e8b\u524d\u306b\u5b66\u7fd2\u3057\u305f\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u5916\u90e8\u306e\u60c5\u5831\uff08\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306a\u3069\uff09\u3092\u691c\u7d22\u3057\u3066\u53c2\u7167\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u4ed5\u7d44\u307f<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4ed5\u7d44\u307f\u306f\u3001Facebook AI\uff08\u73feMeta AI\uff09\u304c2020\u5e74\u306b\u767a\u8868\u3057\u305f<a href=\"https:\/\/arxiv.org\/abs\/2005.11401\" target=\"_blank\" rel=\"noopener\" title=\"\">\u8ad6\u6587\u300cRetrieval-Augmented Generation for Knowledge-Intensive NLP Tasks\u300d<\/a>\u306b\u3088\u3063\u3066\u4f53\u7cfb\u5316\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5f93\u6765\u306e\u751f\u6210AI\uff08\u4f8b\uff1aGPT\u3084Claude\u306a\u3069\uff09\u306f\u3001\u3042\u304f\u307e\u3067\u4e8b\u524d\u306b\u5b66\u7fd2\u3057\u305f\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u300c\u77e5\u3089\u306a\u3044\u3053\u3068\u306f\u7b54\u3048\u3089\u308c\u306a\u3044\u300d\u3082\u3057\u304f\u306f\u300c\u305d\u308c\u3063\u307d\u3044\u3053\u3068\u3092\u8a00\u3046\uff08\u5e7b\u899a\uff09\u300d\u3068\u3044\u3046\u5f31\u70b9\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u306e\u751f\u6210AI\u306f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u306a\u3044\u60c5\u5831\u306b\u5bfe\u3057\u3066\u306f\u201c\u5e7b\u899a\uff08hallucination\uff09\u201d\u3068\u547c\u3070\u308c\u308b\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u3092\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057RAG\u3067\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u6d41\u308c\u3067<strong>\u5916\u90e8\u60c5\u5831\u3092\u53c2\u7167\u3057\u306a\u304c\u3089<\/strong>\u3001\u3088\u308a\u6b63\u78ba\u306a\u6587\u7ae0\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25e2%259c%2585-rag%25e3%2581%25ae%25e5%259f%25ba%25e6%259c%25ac%25e6%25a7%258b%25e9%2580%25a0\">\u2705 RAG\u306e\u57fa\u672c\u69cb\u9020<\/h3>\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"698\" height=\"480\" src=\"https:\/\/ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/visual-selection.png\" alt=\"\" class=\"wp-image-291\" style=\"width:641px;height:auto\" srcset=\"https:\/\/www.ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/visual-selection.png 698w, https:\/\/www.ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/visual-selection-300x206.png 300w\" sizes=\"(max-width: 698px) 100vw, 698px\" 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https:\/\/www.ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/5steps-300x229.png 300w, https:\/\/www.ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/5steps-768x587.png 768w\" sizes=\"(max-width: 936px) 100vw, 936px\" \/><\/figure>\n\n\n\n<p>\u30b9\u30c6\u30c3\u30d71\uff1a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6e96\u5099<br>\u30b9\u30c6\u30c3\u30d72\uff1a\u30d9\u30af\u30c8\u30eb\u5316\uff08Embedding\uff09<br>\u30b9\u30c6\u30c3\u30d73\uff1a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58<br>\u30b9\u30c6\u30c3\u30d74\uff1a\u691c\u7d22\uff0b\u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u7bc9<br>\u30b9\u30c6\u30c3\u30d75\uff1a\u30c1\u30e3\u30c3\u30c8UI\u3084Web\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u7d71\u5408<\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001<strong>RAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e5\u3064\u306e\u30b9\u30c6\u30c3\u30d7<\/strong>\u3092\u9806\u3092\u8ffd\u3063\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25e2%259c%2585-%25e2%2591%25a0%25e3%2583%2589%25e3%2582%25ad%25e3%2583%25a5%25e3%2583%25a1%25e3%2583%25b3%25e3%2583%2588%25e6%25ba%2596%25e5%2582%2599%25e7%259f%25a5%25e8%25ad%2598%25e3%2583%2599%25e3%2583%25bc%25e3%2582%25b9%25e3%2581%25ae%25e6%2595%25b4%25e5%2582%2599\">\u2705 \u2460\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6e96\u5099\uff08\u77e5\u8b58\u30d9\u30fc\u30b9\u306e\u6574\u5099\uff09<\/h2>\n\n\n<p>RAG\u306e\u571f\u53f0\u3068\u306a\u308b\u306e\u304c\u3001\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08\u77e5\u8b58\u30d9\u30fc\u30b9\uff09\u306e\u6e96\u5099\u3067\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2592%25a1-%25e5%2585%25b7%25e4%25bd%2593%25e7%259a%2584%25e3%2581%25aa%25e7%25b4%25a0%25e6%259d%2590%25e3%2581%25ae%25e4%25be%258b\">\ud83d\udca1 \u5177\u4f53\u7684\u306a\u7d20\u6750\u306e\u4f8b<\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li>\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\uff08.pdf\uff09<\/li>\n\n\n\n<li>\u5546\u54c1\u8aac\u660e\u66f8\uff08.txt \/ .md\uff09<\/li>\n\n\n\n<li>Web\u30b5\u30a4\u30c8\u306e\u30c6\u30ad\u30b9\u30c8\uff08.csv\u306b\u5909\u63db\u3057\u3066\u3082OK\uff09<\/li>\n\n\n\n<li>\u904e\u53bb\u306eQ&amp;A\u3084\u8b70\u4e8b\u9332\uff08.docx\u306a\u3069\uff09<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2594%25a7-%25e3%2581%258a%25e3%2581%2599%25e3%2581%2599%25e3%2582%2581%25e3%2581%25ae%25e6%2595%25b4%25e5%2582%2599%25e6%2596%25b9%25e6%25b3%2595\">\ud83d\udd27 \u304a\u3059\u3059\u3081\u306e\u6574\u5099\u65b9\u6cd5<\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u306f\u7d71\u4e00<\/strong>\uff1a<code>.txt<\/code>\u3084<code>.pdf<\/code>\u306a\u3069\u3001\u6a5f\u68b0\u51e6\u7406\u3057\u3084\u3059\u3044\u5f62\u5f0f\u306b\u3057\u3066\u304a\u304f\u3068\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c8\u30d4\u30c3\u30af\u3054\u3068\u306b\u5c0f\u5206\u3051\u306b<\/strong>\uff1a\u9577\u65871\u672c\u3088\u308a\u3001\u610f\u5473\u3054\u3068\u306b\u5206\u5272\u3055\u308c\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u65b9\u304c\u7cbe\u5ea6\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25e2%259c%2585-%25e2%2591%25a1%25e3%2583%2589%25e3%2582%25ad%25e3%2583%25a5%25e3%2583%25a1%25e3%2583%25b3%25e3%2583%2588%25e3%2581%25ae%25e3%2583%2599%25e3%2582%25af%25e3%2583%2588%25e3%2583%25ab%25e5%258c%2596embedding\">\u2705 \u2461\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u5316\uff08Embedding\uff09<\/h2>\n\n\n<p>RAG\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u3001\u3061\u3087\u3063\u3068\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u304f\u611f\u3058\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3068\u3066\u3082\u5927\u4e8b\u306a\u306e\u304c\u3001<strong>\u300cAI\u304c\u4eba\u9593\u306e\u3088\u3046\u306b\u201c\u610f\u5473\u201d\u3092\u7406\u89e3\u3057\u3066\u691c\u7d22\u3067\u304d\u308b\u300d\u72b6\u614b\u3092\u3064\u304f\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u72b6\u614b\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u6b20\u304b\u305b\u306a\u3044\u306e\u304c\u3001<strong>**Embedding\uff08\u57cb\u3081\u8fbc\u307f\uff09**<\/strong>\u3068\u547c\u3070\u308c\u308b\u51e6\u7406\u3067\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2594%258d-embedding%25e3%2581%25a8%25e3%2581%25af%25e4%25bd%2595%25e3%2581%258b\">\ud83d\udd0d Embedding\u3068\u306f\u4f55\u304b\uff1f<\/h3>\n\n\n<p>\u300cEmbedding\u300d\u3068\u306f\u3001<strong>\u30c6\u30ad\u30b9\u30c8\uff08\u6587\u7ae0\u3084\u5358\u8a9e\uff09\u3092\u3001AI\u304c\u6271\u3044\u3084\u3059\u3044**\u6570\u5024\u306e\u4e26\u3073\uff08\u30d9\u30af\u30c8\u30eb\uff09**\u306b\u5909\u63db\u3059\u308b\u6280\u8853<\/strong>\u306e\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306f\u3001\u305f\u3060\u306e\u6587\u5b57\u30b3\u30fc\u30c9\u3067\u306f\u306a\u304f\u3001\u300c\u610f\u5473\u300d\u3084\u300c\u6587\u8108\u300d\u3092\u542b\u3093\u3060\u6570\u5024\u7a7a\u9593\u3067\u306e\u4f4d\u7f6e\u60c5\u5831\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u308a\u3093\u3054\u300d\u3068\u300c\u307f\u304b\u3093\u300d\u306f\u610f\u5473\u304c\u8fd1\u3044\u306e\u3067\u3001Embedding\u5f8c\u306e\u30d9\u30af\u30c8\u30eb\u3082\u8fd1\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3055\u308c\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u300c\u308a\u3093\u3054\u300d\u3068\u300c\u4f1a\u8b70\u5ba4\u300d\u306f\u95a2\u4fc2\u304c\u8584\u3044\u306e\u3067\u3001\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3067\u306f\u9060\u304f\u306b\u914d\u7f6e\u3055\u308c\u308b\u3001\u3068\u3044\u3063\u305f\u611f\u3058\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"864\" height=\"600\" src=\"https:\/\/ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/Embedding\u3068\u306f\u4f55\u304b_-visual-selection.png\" alt=\"\" class=\"wp-image-293\" style=\"width:729px;height:auto\" srcset=\"https:\/\/www.ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/Embedding\u3068\u306f\u4f55\u304b_-visual-selection.png 864w, https:\/\/www.ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/Embedding\u3068\u306f\u4f55\u304b_-visual-selection-300x208.png 300w, https:\/\/www.ga4.odin-analytics.xyz\/wp-content\/uploads\/2025\/03\/Embedding\u3068\u306f\u4f55\u304b_-visual-selection-768x533.png 768w\" sizes=\"(max-width: 864px) 100vw, 864px\" \/><\/figure>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2593%259a-%25e3%2581%25aa%25e3%2581%259cembedding%25e3%2581%258c%25e5%25bf%2585%25e8%25a6%2581%25e3%2581%25aa%25e3%2581%25ae%25e3%2581%258b\">\ud83d\udcda \u306a\u305cEmbedding\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f<\/h3>\n\n\n<p>Embedding\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u300c\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u4e00\u81f4\u300d\u3067\u306f\u306a\u304f\u3001<strong>\u610f\u5473\u306e\u8fd1\u3055<\/strong>\u306b\u57fa\u3065\u3044\u305f\u691c\u7d22\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br>\u305f\u3068\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u55b6\u696d\u8cc7\u6599\u306e\u4f5c\u308a\u65b9\u300d\u3068\u805e\u3044\u305f\u3068\u304d\u3001\u6587\u66f8\u5185\u306b\u300c\u55b6\u696d\u300d\u300c\u8cc7\u6599\u300d\u300c\u4f5c\u6210\u300d\u3068\u3044\u3046\u5358\u8a9e\u304c\u76f4\u63a5\u66f8\u304b\u308c\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u300c\u30d7\u30ec\u30bc\u30f3\u8cc7\u6599\u306e\u69cb\u6210\u4f8b\u300d\u306a\u3069\u304c<strong>\u610f\u5473\u7684\u306b\u95a2\u9023\u6027\u304c\u9ad8\u3044\u60c5\u5831<\/strong>\u3068\u3057\u3066\u30d2\u30c3\u30c8\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2593%259a-%25e3%2583%2599%25e3%2582%25af%25e3%2583%2588%25e3%2583%25ab%25e5%258c%2596%25e3%2581%25af%25e9%259b%25a3%25e3%2581%2597%25e3%2581%2584-%25e5%25b7%25a5%25e6%2595%25b0%25e3%2581%25af\">\ud83d\udcda \u30d9\u30af\u30c8\u30eb\u5316\u306f\u96e3\u3057\u3044\uff1f \u5de5\u6570\u306f\uff1f<\/h3>\n\n\n<p>\u5b9f\u306f\u3001<strong>Embedding\u305d\u306e\u3082\u306e\u306f\u610f\u5916\u3068\u96e3\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><br>\u306a\u305c\u306a\u3089\u3001\u3059\u3067\u306b\u9ad8\u7cbe\u5ea6\u306aEmbedding\u30e2\u30c7\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3092<strong>API\u3067\u547c\u3073\u51fa\u3059\u3060\u3051<\/strong>\u3067\u6e08\u3080\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001<strong>Embedding\u3067\u306fAI\u304c\u81ea\u52d5\u3067\u610f\u5473\u306b\u57fa\u3065\u3044\u3066\u6587\u7ae0\u3092\u5206\u985e\uff08\u30de\u30c3\u30d4\u30f3\u30b0\uff09\u3057\u3066\u304f\u308c\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u7d20\u6674\u3089\u3057\u3044\uff01..\uff8a\uff9f\uff81\uff8a\uff9f\uff81<\/p>\n\n\n\n<p>\u3069\u306e\u6587\u304c\u3069\u306e\u8a71\u984c\u306b\u8fd1\u3044\u304b\u3092\u3001AI\u304c\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u81ea\u52d5\u7684\u306b\u6574\u7406\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u4eba\u9593\u304c\u30eb\u30fc\u30eb\u3092\u7d30\u304b\u304f\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u308f\u3051\u3067\u3059\u306d\u3002\u305d\u3057\u3066\u305d\u306e\u5206\u985e\u304c\u9069\u5207\u304b\u3069\u3046\u304b\u306f\u3001<strong>\u5b9f\u969b\u306e\u691c\u7d22\u7d50\u679c\u3084\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\uff08\uff1d\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\uff09\u3092\u898b\u3066\u5224\u65ad<\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3060\u304b\u3089\u3053\u305d\u3001\u300c\u8aad\u307f\u8fbc\u307e\u305b\u305f\u3044\u60c5\u5831\u300d\u304c\u660e\u78ba\u306b\u3042\u308b\u306a\u3089\u3001<strong>\u521d\u5fc3\u8005\u3067\u3082RAG\u3092\u6d3b\u7528\u3067\u304d\u308b\u53ef\u80fd\u6027\u306f\u975e\u5e38\u306b\u9ad8\u3044<\/strong>\u3093\u3067\u3059\u3002<br>\u8907\u96d1\u306a\u4ed5\u7d44\u307f\u3092\u3059\u3079\u3066\u7406\u89e3\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u307e\u305a\u306f\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3067\u3001\u5b9f\u7528\u306b\u8fd1\u3065\u3044\u3066\u3044\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001<a href=\"https:\/\/openai.com\/ja-JP\/api\/\" target=\"_blank\" rel=\"noopener\" title=\"\">OpenAI\u306eEmbedding API<\/a>\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u9001\u4fe1\u3059\u308b\u3060\u3051\u3067\u30d9\u30af\u30c8\u30eb\u304c\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002<br>\u30b3\u30fc\u30c9\u3082\u6570\u884c\u7a0b\u5ea6\u3067\u6e08\u307f\u307e\u3059\u3002Python\u304c\u5c11\u3057\u66f8\u3051\u308b\u4eba\u306a\u30891\u6642\u9593\u4ee5\u5185\u306b\u8a66\u305b\u308b\u30ec\u30d9\u30eb\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># OpenAI\u306e\u57cb\u3081\u8fbc\u307f\u751f\u6210\u4f8b\uff08text-embedding-ada-002\uff09\nresponse = openai.Embedding.create(\n  input=\"\u308a\u3093\u3054\u3092\u98df\u3079\u305f\u3044\",\n  model=\"text-embedding-ada-002\"\n)\nembedding_vector = response&#91;'data']&#91;0]&#91;'embedding']<\/code><\/pre>\n\n\n\n<p>\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\uff08\u4f8b\uff1aFlowise\u306a\u3069\uff09\u3092\u4f7f\u3048\u3070\u3001<strong>\u30b3\u30fc\u30c9\u3092\u66f8\u304b\u305a\u306bEmbedding\u51e6\u7406\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3082\u53ef\u80fd<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001\u6587\u7ae0\u3092\u300c\u610f\u5473\u306e\u5ea7\u6a19\u300d\u306b\u5909\u63db\u3057\u3066\u304f\u308c\u308b\u51e6\u7406\u3092\u547c\u3073\u51fa\u3057\u3066\u3044\u308b\u3060\u3051\u3067\u3059\u3002<br>\u3057\u304b\u3057\u3001<strong>\u4f55\u304c\u8d77\u304d\u3066\u308b\u306e\u304b\u30d4\u30f3\u3068\u3053\u306a\u3044<\/strong>\u3067\u3059\u3088\u306d&#8230;<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25e4%25bd%2595%25e3%2582%2592%25e3%2582%2584%25e3%2581%25a3%25e3%2581%25a6%25e3%2582%258b%25e3%2581%258b%25e3%2582%2592%25e3%2581%2596%25e3%2581%25a3%25e3%2581%258f%25e3%2582%258a%25e8%25a8%2580%25e3%2581%2586%25e3%2581%25a8\">\u4f55\u3092\u3084\u3063\u3066\u308b\u304b\u3092\u3056\u3063\u304f\u308a\u8a00\u3046\u3068\u2026<\/h3>\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u308a\u3093\u3054\u3092\u98df\u3079\u305f\u3044\u300d\u3068\u3044\u3046\u6587\u3092AI\u306b\u6e21\u3059\u3068\u3001\u305d\u308c\u3092\u300c\u610f\u5473\u306e\u7a7a\u9593\u300d\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a4\u30e1\u30fc\u30b8\u3067\u8a00\u3048\u3070\u3001AI\u306e\u982d\u306e\u4e2d\u306b\u306f\u201c\u8a00\u8449\u306e\u5730\u56f3\u201d\u307f\u305f\u3044\u306a\u7a7a\u9593\u304c\u3042\u3063\u3066\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300c\u308a\u3093\u3054\u300d\u300c\u307f\u304b\u3093\u300d\u300c\u30d0\u30ca\u30ca\u300d\u306a\u3069\u306f\u679c\u7269\u30be\u30fc\u30f3\u306b<\/li>\n\n\n\n<li>\u300c\u65b0\u5e79\u7dda\u300d\u300c\u96fb\u8eca\u300d\u306f\u4e57\u308a\u7269\u30be\u30fc\u30f3\u306b<\/li>\n\n\n\n<li>\u300c\u5951\u7d04\u300d\u300c\u8acb\u6c42\u300d\u306f\u30d3\u30b8\u30cd\u30b9\u7528\u8a9e\u30be\u30fc\u30f3\u306b<\/li>\n<\/ul>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u4f4d\u7f6e\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u5316\uff08Embedding\uff09\u3068\u306f\u3001<strong>\u305d\u306e\u300c\u610f\u5473\u306e\u5730\u56f3\u300d\u3067\u3069\u3053\u306b\u4f4d\u7f6e\u3057\u3066\u3044\u308b\u304b\u3092\u3001\u6570\u5024\u3067\u8868\u73fe\u3059\u308b\u3053\u3068<\/strong>\u306a\u3093\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001AI\u306b\u3068\u3063\u3066\u306f\u3053\u3093\u306a\u3075\u3046\u306b\u898b\u3048\u3066\u3044\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><code>\u300c\u308a\u3093\u3054\u3092\u98df\u3079\u305f\u3044\u300d \u2192 [0.13, 0.97, -0.52, ...]\uff08\u2190\u679c\u7269\u30be\u30fc\u30f3\u306b\u8fd1\u3044\u5ea7\u6a19\uff09<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u30d9\u30af\u30c8\u30eb\uff08\u6570\u5024\u306e\u30ea\u30b9\u30c8\uff09\u304c\u3042\u308b\u304b\u3089\u3053\u305d\u3001<br>\u4f3c\u305f\u610f\u5473\u306e\u6587\u304c\u300c\u8fd1\u304f\u306b\u3042\u308b\u300d\u3068\u5224\u65ad\u3067\u304d\u3001\u610f\u5473\u306b\u57fa\u3065\u3044\u305f\u691c\u7d22\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h4 class=\"wp-block-heading\" id=\"%25e2%258f%25b1-%25e5%25b7%25a5%25e6%2595%25b0%25e6%2584%259f%25e5%25b0%2591%25e6%2595%25b0%25e3%2583%2587%25e3%2583%25bc%25e3%2582%25bf%25e3%2581%25aa%25e3%2582%2589%25e6%2595%25b0%25e6%2599%2582%25e9%2596%2593%25e6%259c%25ac%25e6%25a0%25bc%25e9%2581%258b%25e7%2594%25a8%25e3%2581%25af%25e6%2595%25b0%25e6%2597%25a51%25e9%2580%25b1\">\u23f1 \u5de5\u6570\u611f\uff1a\u5c11\u6570\u30c7\u30fc\u30bf\u306a\u3089\u6570\u6642\u9593\u3001\u672c\u683c\u904b\u7528\u306f\u6570\u65e5\u301c1\u9031\u9593<\/h4>\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u898f\u6a21<\/th><th>\u5de5\u6570\u306e\u76ee\u5b89<\/th><th>\u5099\u8003<\/th><\/tr><\/thead><tbody><tr><td>\u5c0f\u898f\u6a21\uff08\u8a66\u4f5c\u30fb\u6570\u5341\u6587\u66f8\uff09<\/td><td>\u534a\u65e5\u301c1\u65e5\u7a0b\u5ea6<\/td><td>\u30ce\u30fc\u30b3\u30fc\u30c9\u3084API\u5229\u7528\u3067\u7c21\u5358\u306b\u8a66\u305b\u308b<\/td><\/tr><tr><td>\u4e2d\u898f\u6a21\uff08\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084FAQ\uff09<\/td><td>2\u301c3\u65e5\u7a0b\u5ea6<\/td><td>\u6587\u66f8\u306e\u6574\u7406\u30fb\u5206\u5272\uff08\u30c1\u30e3\u30f3\u30af\u5316\uff09\u304c\u5fc5\u8981<\/td><\/tr><tr><td>\u5927\u898f\u6a21\uff08\u6570\u5343\u301c\u4e07\u4ef6\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff09<\/td><td>1\u9031\u9593\u301c<\/td><td>\u30d0\u30c3\u30c1\u51e6\u7406\u30fb\u81ea\u52d5\u5316\u304c\u5fc5\u8981\u306b\u306a\u308b\u30b1\u30fc\u30b9\u3082<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u300cEmbedding\u81ea\u4f53\u300d\u3088\u308a\u3082\u3001<strong>\u524d\u51e6\u7406\uff08\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u6574\u7406\u30fb\u5206\u5272\uff09\u3084\u5f8c\u51e6\u7406\uff08\u691c\u7d22\u3078\u306e\u6d3b\u7528\uff09\u306b\u6642\u9593\u304c\u304b\u304b\u308b<\/strong>\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%25a7%25a0-rag%25e3%2581%25ae%25e6%25a4%259c%25e7%25b4%25a2%25e7%25b2%25be%25e5%25ba%25a6%25e3%2582%2592%25e5%25b7%25a6%25e5%258f%25b3%25e3%2581%2599%25e3%2582%258b%25e3%2582%25ab%25e3%2582%25ae\">\ud83e\udde0 RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u30ab\u30ae<\/h3>\n\n\n<p>Embedding\u306f\u3001RAG\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u4e2d\u3067\u3082\u3001\u691c\u7d22\u306e\u7cbe\u5ea6\u306b\u5927\u304d\u304f\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u91cd\u8981\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<br>\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u4f7f\u3046\u30e2\u30c7\u30eb\u306e\u9078\u3073\u65b9\u3084\u3001\u6587\u66f8\u306e\u5206\u5272\u65b9\u6cd5\uff08\u30c1\u30e3\u30f3\u30af\u5316\uff09\u3001\u6587\u8108\u3092\u3069\u3053\u307e\u3067\u4fdd\u6301\u3059\u308b\u304b\u3068\u3044\u3063\u305f\u5de5\u592b\u306b\u3088\u3063\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u8fd4\u3055\u308c\u308b\u56de\u7b54\u306e\u8cea\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306b\u304a\u3051\u308b\u300c\u691c\u7d22\u7cbe\u5ea6\u306e\u826f\u3057\u60aa\u3057\u300d\u306f\u3001\u3059\u306a\u308f\u3061\u300cEmbedding\u306e\u8cea\u300d\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u2015\u2015\u3068\u8a00\u3063\u3066\u3082\u904e\u8a00\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2594%25a7-%25e4%25bd%25bf%25e7%2594%25a8%25e3%2583%2584%25e3%2583%25bc%25e3%2583%25ab%25e4%25be%258b\">\ud83d\udd27 \u4f7f\u7528\u30c4\u30fc\u30eb\u4f8b<\/h3>\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30c4\u30fc\u30eb<\/th><th>\u7279\u5fb4<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/openai.com\/ja-JP\/api\/\" target=\"_blank\" rel=\"noopener\" title=\"\">OpenAI API\uff08text-embedding-ada-002\uff09<\/a><\/td><td><code>text-embedding-ada-002<\/code> \u304c\u6709\u540d\u3002\u7cbe\u5ea6\u30fb\u901f\u5ea6\u3068\u3082\u306b\u25ce<\/td><\/tr><tr><td><a href=\"https:\/\/huggingface.co\/docs\/transformers\/index\" target=\"_blank\" rel=\"noopener\" title=\"\">Hugging Face Transformers<\/a><\/td><td>BERT\u7cfb\u306e\u65e5\u672c\u8a9e\u30e2\u30c7\u30eb\u3042\u308a\u3002\u81ea\u524d\u3067\u904b\u7528\u53ef\u80fd<\/td><\/tr><tr><td><a href=\"https:\/\/www.sbert.net\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Google&#8217;s Sentence-BERT\uff08SBERT\uff09<\/a><\/td><td>\u82f1\u8a9e\u306b\u5f37\u3044\u304c\u3001\u65e5\u672c\u8a9e\u5bfe\u5fdc\u30e2\u30c7\u30eb\u3082\u3042\u308a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u3088\u308a\u3001AI\u304c\u5358\u306a\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u4e00\u81f4\u3067\u306f\u306a\u304f\u3001<strong>\u6587\u8108\u7406\u89e3\u306b\u3088\u308b\u691c\u7d22<\/strong>\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25e2%259c%2585-%25e2%2591%25a2%25e3%2583%2599%25e3%2582%25af%25e3%2583%2588%25e3%2583%25ab%25e3%2583%2587%25e3%2583%25bc%25e3%2582%25bf%25e3%2583%2599%25e3%2583%25bc%25e3%2582%25b9%25e3%2581%25ab%25e4%25bf%259d%25e5%25ad%2598\">\u2705 \u2462\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58<\/h2>\n\n\n<p>Embedding\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u60c5\u5831\u306f\u3001\u691c\u7d22\u306e\u9ad8\u901f\u5316\u3068\u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306b**\u5c02\u7528\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08Vector DB\uff09**\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066<strong>\u985e\u4f3c\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u77ac\u6642\u306b\u62bd\u51fa<\/strong>\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2594%25a7-%25e4%25bb%25a3%25e8%25a1%25a8%25e7%259a%2584%25e3%2581%25aa%25e3%2583%2599%25e3%2582%25af%25e3%2583%2588%25e3%2583%25abdb%25e3%2581%25a8%25e3%2581%259d%25e3%2581%25ae%25e7%2589%25b9%25e5%25be%25b4\">\ud83d\udd27 \u4ee3\u8868\u7684\u306a\u30d9\u30af\u30c8\u30ebDB\u3068\u305d\u306e\u7279\u5fb4<\/h3>\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u540d\u524d<\/th><th>\u7279\u5fb4<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/www.pinecone.io\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Pinecone<\/a><\/td><td>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u30fb\u901f\u5ea6\u3068\u3082\u306b\u9ad8\u6c34\u6e96\u3002API\u30d9\u30fc\u30b9\u3067\u4f7f\u3044\u3084\u3059\u3044<\/td><\/tr><tr><td><a href=\"https:\/\/weaviate.io\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Weaviate<\/a><\/td><td>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3002\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u3082\u4f7f\u3048\u308b\u67d4\u8edf\u3055<\/td><\/tr><tr><td><a href=\"https:\/\/faiss.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">FAISS<\/a>\uff08\u203bGitHub\u306f<a href=\"https:\/\/github.com\/facebookresearch\/faiss\" target=\"_blank\" rel=\"noopener\" title=\"\">\u3053\u3061\u3089<\/a>\uff09<\/td><td>Meta\u88fd\u3002\u8efd\u91cf\u30fb\u9ad8\u901f\u30fb\u5b8c\u5168\u7121\u6599\u3002\u958b\u767a\u8005\u5411\u3051<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u304c\u3001<strong>RAG\u69cb\u7bc9\u306b\u304a\u3051\u308b\u300c\u60c5\u5831\u306e\u6574\u5099\u3068\u691c\u7d22\u57fa\u76e4\u306e\u69cb\u7bc9\u300d\u30b9\u30c6\u30c3\u30d7<\/strong>\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25e2%259c%2585-%25e2%2591%25a3%25e6%25a4%259c%25e7%25b4%25a2-amp-%25e3%2583%2597%25e3%2583%25ad%25e3%2583%25b3%25e3%2583%2597%25e3%2583%2588%25e6%25a7%258b%25e7%25af%2589\">\u2705 \u2463\u691c\u7d22 &amp; \u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u7bc9<\/h2>\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u3092\u53d7\u3051\u53d6\u3063\u305f\u3089\u3001\u307e\u305a\u306f<strong>\u610f\u56f3\u306b\u6cbf\u3063\u305f\u60c5\u5831\u3092\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22<\/strong>\u3057\u307e\u3059\u3002<br>\u3053\u306e\u3068\u304d\u3001\u691c\u7d22\u7d50\u679c\u3068\u3057\u3066\u8fd4\u3055\u308c\u305f\u95a2\u9023\u30c6\u30ad\u30b9\u30c8\u3092\u3082\u3068\u306b\u3001\u751f\u6210AI\u3078\u6e21\u3059**\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6307\u793a\u6587\uff09**\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%25a7%25a0-%25e9%2587%258d%25e8%25a6%2581%25e3%2581%25aa%25e3%2581%25ae%25e3%2581%25af%25e3%2581%25a9%25e3%2581%2586%25e8%2581%259e%25e3%2581%258f%25e3%2581%258b\">\ud83e\udde0 \u91cd\u8981\u306a\u306e\u306f\u300c\u3069\u3046\u805e\u304f\u304b\u300d<\/h3>\n\n\n<p>AI\u306f\u3068\u3066\u3082\u8ce2\u3044\u3067\u3059\u304c\u3001\u805e\u304d\u65b9\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u6b21\u7b2c\u3067\u7b54\u3048\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<br>\u305f\u3068\u3048\u3070\u3001\u691c\u7d22\u3067\u5f97\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u305d\u306e\u307e\u307e\u6e21\u3059\u306e\u3067\u306f\u306a\u304f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300c\u4ee5\u4e0b\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u300d<\/li>\n\n\n\n<li>\u300c\u6587\u66f8\u306b\u306a\u3044\u3053\u3068\u306f\u63a8\u6e2c\u305b\u305a\u300e\u308f\u304b\u308a\u307e\u305b\u3093\u300f\u3068\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u300d<\/li>\n\n\n\n<li>\u300c\u5f15\u7528\u5143\u3092\u660e\u8a18\u3057\u3066\u51fa\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u300d<\/li>\n<\/ul>\n\n\n\n<p>\u306a\u3069\u306e<strong>\u30eb\u30fc\u30eb\u3092\u542b\u3081\u305f\u69cb\u6587<\/strong>\u306b\u6574\u3048\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3084\u4fe1\u983c\u6027\u304c\u4e00\u6c17\u306b\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%259b%25a0-%25e6%25a4%259c%25e7%25b4%25a2%25ef%25bc%258b%25e7%2594%259f%25e6%2588%2590%25e3%2582%2592%25e7%25b5%25b1%25e5%2590%2588%25e3%2581%2599%25e3%2582%258b%25e3%2583%2595%25e3%2583%25ac%25e3%2583%25bc%25e3%2583%25a0%25e3%2583%25af%25e3%2583%25bc%25e3%2582%25af%25e4%25be%258b\">\ud83d\udee0 \u691c\u7d22\uff0b\u751f\u6210\u3092\u7d71\u5408\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u4f8b<\/h3>\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30c4\u30fc\u30eb \/ \u30e9\u30a4\u30d6\u30e9\u30ea<\/th><th>\u6982\u8981<\/th><th>\u516c\u5f0f\u30ea\u30f3\u30af<\/th><\/tr><\/thead><tbody><tr><td><strong>LangChain<\/strong><\/td><td>Python\/JavaScript\u5bfe\u5fdc\u3002\u691c\u7d22\u304b\u3089\u751f\u6210\u307e\u3067\u306e\u6d41\u308c\u3092\u81ea\u5728\u306b\u7d44\u3081\u308b<\/td><td><a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\" rel=\"noopener\" title=\"\">https:\/\/www.langchain.com\/<\/a><\/td><\/tr><tr><td><strong>LlamaIndex\uff08\u65e7GPT Index\uff09<\/strong><\/td><td>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ba1\u7406\u3084\u691c\u7d22\u306b\u5f37\u304f\u3001LangChain\u3068\u4f75\u7528\u3057\u3084\u3059\u3044<\/td><td><a href=\"https:\/\/www.llamaindex.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">https:\/\/www.llamaindex.ai\/<\/a><\/td><\/tr><tr><td><strong>Haystack<\/strong><\/td><td>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7528\u9014\u5411\u3051\u3002\u591a\u8a00\u8a9e\u5bfe\u5fdc\uff08\u65e5\u672c\u8a9e\u3082OK\uff09<\/td><td><a class=\"\">https:\/\/www.haystack.deepset.ai\/<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>RAG\u306b\u304a\u3051\u308b\u300c\u691c\u7d22\u301c\u751f\u6210\u300d\u306f\u3001\u307e\u3055\u306b\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u5b8c\u6210\u5ea6\u6b21\u7b2c\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u69cb\u7bc9\u306e\u5de5\u592b\u304c\u201cAI\u306e\u56de\u7b54\u54c1\u8cea\u201d\u3092\u6c7a\u3081\u308b\u3001\u3068\u8a00\u3063\u3066\u3082\u904e\u8a00\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h2 class=\"wp-block-heading\" id=\"%25e2%259c%2585-%25e2%2591%25a4%25e3%2583%2595%25e3%2583%25ad%25e3%2583%25b3%25e3%2583%2588%25e3%2582%25a8%25e3%2583%25b3%25e3%2583%2589-or-%25e3%2583%2581%25e3%2583%25a3%25e3%2583%2583%25e3%2583%2588%25e3%2582%25a4%25e3%2583%25b3%25e3%2582%25bf%25e3%2583%25bc%25e3%2583%2595%25e3%2582%25a7%25e3%2583%25bc%25e3%2582%25b9\">\u2705 \u2464\uff1a\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9 or \u30c1\u30e3\u30c3\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u69cb\u7bc9<\/h2>\n\n\n<p>\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5b9f\u969b\u306bAI\u3068\u3084\u308a\u53d6\u308a\u3067\u304d\u308b<strong>\u30c1\u30e3\u30c3\u30c8UI\uff08\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff09\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u753b\u9762<\/strong>\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306fRAG\u30b7\u30b9\u30c6\u30e0\u306e\u4e2d\u3067\u3082**\u30e6\u30fc\u30b6\u30fc\u304c\u76f4\u63a5\u89e6\u308c\u308b\u300c\u898b\u3048\u308b\u90e8\u5206\u300d**\u3067\u3042\u308a\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u3068\u3057\u3066\u306e\u5b8c\u6210\u5ea6\u3084\u4f7f\u3044\u3084\u3059\u3055\u3092\u5de6\u53f3\u3059\u308b\u975e\u5e38\u306b\u91cd\u8981\u306a\u30d5\u30a7\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2592%25ac-%25e5%2588%25a9%25e7%2594%25a8%25e3%2581%2595%25e3%2582%258c%25e3%2582%258b%25e4%25b8%25bb%25e3%2581%25aa%25e5%25bd%25a2\">\ud83d\udcac \u5229\u7528\u3055\u308c\u308b\u4e3b\u306a\u5f62<\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li>Web\u30c1\u30e3\u30c3\u30c8\uff08\u4f8b\uff1a\u793e\u5185\u30dd\u30fc\u30bf\u30eb\u3084\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\uff09<\/li>\n\n\n\n<li>LINE\u30dc\u30c3\u30c8 \/ Slack\u30dc\u30c3\u30c8<\/li>\n\n\n\n<li>\u5c02\u7528\u30a2\u30d7\u30ea\u3084\u554f\u3044\u5408\u308f\u305b\u30d5\u30a9\u30fc\u30e0\u3078\u306e\u7d44\u307f\u8fbc\u307f<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"%25f0%259f%2594%25a7-%25e3%2582%2588%25e3%2581%258f%25e4%25bd%25bf%25e3%2582%258f%25e3%2582%258c%25e3%2582%258b%25e7%2594%259f%25e6%2588%2590ai-api\">\ud83d\udd27 \u3088\u304f\u4f7f\u308f\u308c\u308b\u751f\u6210AI API<\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ChatGPT API\uff08OpenAI\uff09<\/strong><\/li>\n\n\n\n<li><strong>Claude API\uff08Anthropic\uff09<\/strong><\/li>\n\n\n\n<li>\u305d\u306e\u4ed6\u3001Google Gemini \u3084 Cohere \u306a\u3069\u3082\u9078\u629e\u80a2\u306b<\/li>\n<\/ul>\n\n\n\n<p>UI\u306e\u4f5c\u308a\u65b9\u81ea\u4f53\u306f\u81ea\u7531\u5ea6\u304c\u9ad8\u304f\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u8a66\u3059\u65b9\u6cd5\u304b\u3089\u3001\u30d5\u30eb\u30ab\u30b9\u30bf\u30e0\u306e\u696d\u52d9\u30c4\u30fc\u30eb\u307e\u3067\u5e45\u5e83\u304f\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<br>RAG\u306e\u300c\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u300d\u306f\u3001\u3044\u304b\u306b\u4f7f\u3044\u3084\u3059\u304f\u3001\u81ea\u7136\u306bAI\u3068\u63a5\u7d9a\u3067\u304d\u308b\u304b\u3092\u8a2d\u8a08\u3059\u308b**\u201c\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u306e\u8981\u201d**\u3068\u3082\u8a00\u3048\u308b\u30d1\u30fc\u30c8\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\" 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