{"id":20541,"date":"2025-08-07T14:12:30","date_gmt":"2025-08-07T05:12:30","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=20541"},"modified":"2025-08-22T11:24:34","modified_gmt":"2025-08-22T02:24:34","slug":"multimodal-rag","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/multimodal-rag.html","title":{"rendered":"\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3068\u6d3b\u7528\u4e8b\u4f8b\u3092\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">\u5f93\u6765\u306eRAG\u3067\u306f\u3001\u753b\u50cf\u3084\u97f3\u58f0\u3092\u691c\u7d22\u306b\u6d3b\u304b\u3059\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u304c\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u306a\u3069\u3092\u7d71\u5408\u7684\u306b\u6271\u3048\u308b\u300c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u4ed5\u7d44\u307f\u3084\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u3068\u306f<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/container_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9092\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/container_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/container_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u8907\u6570\u306e\u60c5\u5831\u5f62\u5f0f\uff08\u30e2\u30c0\u30ea\u30c6\u30a3\uff09\u3092\u7d71\u5408\u7684\u306b\u6271\u3044\u3001\u691c\u7d22\u3068\u56de\u7b54\u751f\u6210\u3092\u884c\u3046AI\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u30fb\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306a\u3069\u3082\u5bfe\u8c61\u306b\u542b\u3081\u308b\u70b9\u304c\u3001\u5f93\u6765\u306eRAG\u3068\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u306b\u3088\u308b\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u6587\u66f8\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u69cb\u9020\u3067\u3057\u305f\u3002\u3064\u307e\u308a\u3001\u300c\u5165\u529b\u3082\u691c\u7d22\u5bfe\u8c61\u3082\u51fa\u529b\u3082\u3001\u3059\u3079\u3066\u304c\u30c6\u30ad\u30b9\u30c8\u300d\u306b\u9650\u5b9a\u3055\u308c\u305f\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u3067\u306f\u3001\u88fd\u54c1\u306e\u64cd\u4f5c\u52d5\u753b\u3084\u53d6\u6271\u8aac\u660e\u66f8\u306e\u753b\u50cf\u3001\u30a8\u30e9\u30fc\u767a\u751f\u6642\u306e\u97f3\u58f0\u8a18\u9332\u306a\u3069\u3001\u8907\u6570\u306e\u5f62\u5f0f\u306e\u60c5\u5831\u3092\u540c\u6642\u306b\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u4eba\u9593\u304c\u8996\u899a\u3084\u8074\u899a\u306a\u3069\u306e\u4e94\u611f\u3092\u901a\u3058\u3066\u72b6\u6cc1\u3092\u7406\u89e3\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306b\u8fd1\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Google\u306eGemini\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u3053\u306e\u5206\u91ce\u306e\u6280\u8853\u306f\u52a0\u901f\u5ea6\u7684\u306b\u9032\u5316\u3057\u3066\u304a\u308a\u3001AI\u306e\u6d3b\u7528\u7bc4\u56f2\u3092\u5927\u304d\u304f\u5e83\u3052\u308b\u57fa\u76e4\u6280\u8853\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u3068\u306f\u4f55\u304b\uff1f<\/h3>\n\n\n\n<p>\u60f3\u50cf\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u3042\u306a\u305f\u304c\u53cb\u4eba\u306b\u9053\u3092\u5c0b\u306d\u308b\u3068\u304d\u3001\u8a00\u8449\u3060\u3051\u3067\u306a\u304f\u3001\u8eab\u632f\u308a\u624b\u632f\u308a\u3084\u5468\u308a\u306e\u666f\u8272\u3001\u6642\u306b\u306f\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u753b\u9762\u307e\u3067\u4f7f\u3063\u3066\u8aac\u660e\u3057\u307e\u3059\u3088\u306d\uff1f<\/p>\n\n\n\n<p>\u5b9f\u306f\u3001AI\u306e\u4e16\u754c\u3067\u3082\u540c\u3058\u3088\u3046\u306a\u9769\u65b0\u7684\u306a\u5909\u5316\u304c\u8d77\u304d\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\"><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG<\/strong>\u306f\u3001\u5f93\u6765\u306e\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u306eAI\u304b\u3089\u4e00\u6b69\u9032\u3093\u3067\u3001\u307e\u308b\u3067\u4eba\u9593\u306e\u4e94\u611f\u306e\u3088\u3046\u306b\u8907\u6570\u306e\u60c5\u5831\u3092\u540c\u6642\u306b\u7406\u89e3\u3067\u304d\u308b\u6b21\u4e16\u4ee3\u306eAI\u6280\u8853\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u304c\u6271\u3046\u4e3b\u306a\u30e2\u30c0\u30ea\u30c6\u30a3\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8\uff08\u6587\u7ae0\u30fb\u5358\u8a9e\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u753b\u50cf\uff08\u5199\u771f\u30fb\u56f3\u89e3\u30fb\u30a4\u30e9\u30b9\u30c8\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u97f3\u58f0\uff08\u8a71\u3057\u58f0\u30fb\u64cd\u4f5c\u97f3\u30fb\u74b0\u5883\u97f3\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u52d5\u753b\uff08\u6620\u50cf\u306b\u3088\u308b\u624b\u9806\u3084\u73fe\u8c61\u306e\u8a18\u9332\uff09<\/li>\n\n\n\n<li>\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\uff08\u6e29\u5ea6\u30fb\u4f4d\u7f6e\u60c5\u5831\u30fb\u751f\u4f53\u60c5\u5831\u306a\u3069\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u3092\u5358\u72ec\u3067\u51e6\u7406\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u540c\u6642\u306b\u7406\u89e3\u30fb\u6d3b\u7528\u3067\u304d\u308b\u3053\u3068\u304c\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f93\u6765\u306eRAG\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>\u5f93\u6765\u306eRAG\uff08\u30c6\u30ad\u30b9\u30c8\u7279\u5316\u578b\uff09<\/span><\/div><div class=\"cap_box_content\">\n<p>\u8cea\u554f\uff1a\u300c\u3053\u306e\u88fd\u54c1\u306e\u4f7f\u3044\u65b9\u3092\u6559\u3048\u3066\u300d<\/p>\n\n\n\n<p>\u51e6\u7406\uff1a\u30c6\u30ad\u30b9\u30c8\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u691c\u7d22<\/p>\n\n\n\n<p>\u51fa\u529b\uff1a\u6587\u5b57\u306b\u3088\u308b\u8aac\u660e\u306e\u307f<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\uff08\u7d71\u5408\u578b\uff09<\/span><\/div><div class=\"cap_box_content\">\n<p>\u8cea\u554f\uff1a\u300c\u3053\u306e\u88fd\u54c1\u306e\u4f7f\u3044\u65b9\u3092\u6559\u3048\u3066\u300d<\/p>\n\n\n\n<p>\u51e6\u7406\uff1a\u30de\u30cb\u30e5\u30a2\u30eb\uff08\u30c6\u30ad\u30b9\u30c8\uff09\uff0b \u4f7f\u7528\u52d5\u753b \uff0b \u88fd\u54c1\u753b\u50cf \uff0b \u97f3\u58f0\u89e3\u8aac\u3092\u7d71\u5408\u7684\u306b\u53c2\u7167<\/p>\n\n\n\n<p>\u51fa\u529b\uff1a\u3042\u3089\u3086\u308b\u89d2\u5ea6\u304b\u3089\u306e\u5305\u62ec\u7684\u306a\u56de\u7b54<\/p>\n<\/div><\/div>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u60c5\u5831\u306e\u7a2e\u985e\u304c\u5897\u3048\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u3068\u751f\u6210\u306e\u7cbe\u5ea6\u30fb\u67d4\u8edf\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/02\/eyecatch_deepseekr1_rag-300x157.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/deepseekr1-rag.html\">DeepSeek-R1\u3067\u300c\u601d\u8003\u3059\u308bRAG\u300d\u3092\u69cb\u7bc9\uff01\u6df1\u3044\u601d\u8003\u3067\u7cbe\u5ea6\u5411\u4e0a<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">DeepSeek-R1\u306f\u3001OpenAI o1\u30e2\u30c7\u30eb\u306e\u3088\u3046\u306b\u9ad8\u5ea6\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u6d3b\u304b\u3057\u305f\u300c\u6df1\u3044\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u300d\u3092\u5f37\u307f\u3068\u3057\u3066\u3044\u307e\u3059\u3002 RAG\u306bDeepSeek-R1\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u6df1\u3044\u601d\u8003\u3092\u6d3b\u304b\u3057\u305f\u7cbe&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4226\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u304c\u6ce8\u76ee\u3055\u308c\u308b\u7406\u7531<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/02\/wordgenerationai.jpg\" alt=\"\u6587\u7ae0\u751f\u6210AI\u306e\u30a4\u30e1\u30fc\u30b8\" class=\"wp-image-299\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/02\/wordgenerationai.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/02\/wordgenerationai-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u80cc\u666f\u306b\u306f\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u7206\u767a\u7684\u306a\u5897\u52a0\u3068\u3001\u305d\u308c\u3092\u6d3b\u7528\u3059\u308b\u30cb\u30fc\u30ba\u306e\u9ad8\u307e\u308a\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u73fe\u4ee3\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u753b\u50cf\u30fb\u52d5\u753b\u30fb\u97f3\u58f0\u30fb\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u306e\u60c5\u5831\u304c\u65e5\u3005\u751f\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u305d\u306e\u5272\u5408\u306f\u3001\u4f01\u696d\u3084\u7d44\u7e54\u304c\u4fdd\u6709\u3059\u308b\u30c7\u30fc\u30bf\u5168\u4f53\u306e90%\u4ee5\u4e0a\u306b\u3082\u306e\u307c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306f\u3001\u3053\u308c\u3089\u8907\u6570\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u7406\u89e3\u3057\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3084\u63d0\u6848\u3092\u751f\u6210\u3067\u304d\u308b\u6642\u4ee3\u306b\u30de\u30c3\u30c1\u3057\u305f\u4ed5\u7d44\u307f\u306a\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u60c5\u5831\u306f\u3059\u3079\u3066\u300c\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u300d\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SNS\u306e\u6295\u7a3f\u6587\u3084\u30b3\u30e1\u30f3\u30c8<\/li>\n\n\n\n<li>Instagram\u306e\u5199\u771f<\/li>\n\n\n\n<li>YouTube\u306e\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4<\/li>\n\n\n\n<li>Podcast\u306a\u3069\u306e\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb<\/li>\n\n\n\n<li>\u5404\u7a2e\u30bb\u30f3\u30b5\u30fc\u30ed\u30b0\u3084\u30e6\u30fc\u30b6\u30fc\u64cd\u4f5c\u30ed\u30b0<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u5341\u5206\u306b\u6d3b\u304b\u305b\u306a\u3044\u307e\u307e\u653e\u7f6e\u3057\u3066\u3057\u307e\u3046\u306e\u306f\u3001\u4e8b\u5b9f\u4e0a\u3001\u610f\u601d\u6c7a\u5b9a\u306b\u4f7f\u3048\u308b\u60c5\u5831\u306e\u5927\u534a\u3092\u53d6\u308a\u3053\u307c\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u7b49\u3057\u3044\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306f\u3001\u3053\u308c\u3089\u8907\u6570\u5f62\u5f0f\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6a2a\u65ad\u7684\u306b\u691c\u7d22\u30fb\u7406\u89e3\u3057\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u6b63\u78ba\u306a\u60c5\u5831\u62bd\u51fa\u3068\u56de\u7b54\u751f\u6210\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u898b\u843d\u3068\u3055\u308c\u304c\u3061\u3060\u3063\u305f\u60c5\u5831\u8cc7\u6e90\u304b\u3089\u3001\u65b0\u305f\u306a\u793a\u5506\u3084\u610f\u601d\u6c7a\u5b9a\u306e\u6839\u62e0\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u7528\u4f8b\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u9769\u547d<\/h3>\n\n\n\n<p>\u5f93\u6765\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c1\u30e3\u30c3\u30c8\u3084\u30e1\u30fc\u30eb\u3092\u901a\u3058\u305f\u3084\u308a\u53d6\u308a\u304c\u4e3b\u6d41\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5bfe\u5fdc\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u5f93\u6765\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc<\/strong><\/p>\n\n\n\n<dl class=\"swell-block-faq\" data-q=\"col-text\" data-a=\"col-text\">\n<div class=\"swell-block-faq__item\"><dt class=\"faq_q\">\u304a\u5ba2\u69d8\uff1a\u300c\u30a2\u30d7\u30ea\u304c\u52d5\u304d\u307e\u305b\u3093\u300d<\/dt><dd class=\"faq_a\">\n<p>\u30b5\u30dd\u30fc\u30c8\uff1a\u300c\u3069\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3067\u3057\u3087\u3046\u304b\uff1f\u300d<\/p>\n<\/dd><\/div>\n<\/dl>\n\n\n\n<p><span class=\"swl-fz u-fz-l\"><strong><span class=\"swl-marker mark_blue\">\u2192 \u6587\u5b57\u3067\u306e\u3084\u308a\u53d6\u308a\u304c\u5ef6\u3005\u3068\u7d9a\u304f&#8230;<\/span><\/strong><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u3084\u308a\u53d6\u308a\u3067\u306f\u3001\u72b6\u6cc1\u628a\u63e1\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u4f4e\u4e0b\u306b\u3082\u3064\u306a\u304c\u308a\u304b\u306d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u5bfe\u5fdc\u306f\u6b21\u306e\u3088\u3046\u306b\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u5bfe\u5fdc<\/strong><\/p>\n\n\n\n<dl class=\"swell-block-faq\" data-q=\"col-text\" data-a=\"col-text\">\n<div class=\"swell-block-faq__item\"><dt class=\"faq_q\">\u304a\u5ba2\u69d8\uff1a\u30a8\u30e9\u30fc\u753b\u9762\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 + \u300c\u97f3\u304c\u51fa\u306a\u3044\u300d\u97f3\u58f0\u30e1\u30c3\u30bb\u30fc\u30b8<\/dt><dd class=\"faq_a\">\n<p>AI\uff1a\u753b\u50cf\u304b\u3089\u300c\u63a5\u7d9a\u30a8\u30e9\u30fc\u300d\u3092\u8a8d\u8b58 + \u97f3\u58f0\u304b\u3089\u300c\u97f3\u58f0\u554f\u984c\u300d\u3092\u628a\u63e1<\/p>\n<\/dd><\/div>\n<\/dl>\n\n\n\n<p><strong><span class=\"swl-fz u-fz-l\"><span class=\"swl-marker mark_yellow\">\u2192 \u300cWiFi\u63a5\u7d9a\u3092\u78ba\u8a8d\u3057\u3001\u97f3\u91cf\u8a2d\u5b9a\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u300d<br>\u3000 + \u89e3\u6c7a\u624b\u9806\u306e\u52d5\u753b\u30ea\u30f3\u30af\u3092\u5373\u5ea7\u306b\u63d0\u4f9b<\/span><\/span><\/strong><\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u8907\u6570\u306e\u60c5\u5831\u30bd\u30fc\u30b9\u3092\u7d71\u5408\u7684\u306b\u6271\u3046\u3053\u3068\u3067\u3001\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u554f\u984c\u89e3\u6c7a\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u52b9\u7387\u5316\u3060\u3051\u3067\u306a\u304f\u3001\u9867\u5ba2\u4f53\u9a13\u306e\u5411\u4e0a\u306b\u3082\u76f4\u7d50\u3059\u308b\u4e8b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4226\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u4ed5\u7d44\u307f<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/film2_midashi.jpg\" alt=\"\" class=\"wp-image-9054\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/film2_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/film2_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u306a\u3069\u8907\u6570\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u306b\u5bfe\u5fdc\u3057\u305f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3092\u7528\u3044\u3066\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u7d71\u4e00\u7684\u306a\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u306b\u5909\u63db\u3057\u3001\u691c\u7d22\u30fb\u60c5\u5831\u7d71\u5408\u30fb\u5fdc\u7b54\u751f\u6210\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7d4c\u3066\u3001\u6587\u8108\u306b\u5373\u3057\u305f\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u3001\u5404\u30e2\u30c0\u30ea\u30c6\u30a3\u5c02\u7528\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u591a\u69d8\u306a\u60c5\u5831\u5f62\u5f0f\u3092\u4e00\u8cab\u3057\u3066\u51e6\u7406\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u51e6\u7406\u30d5\u30ed\u30fc\u306e\u5168\u4f53\u50cf<\/h3>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u57fa\u672c\u7684\u306a\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30af\u30a8\u30ea\u306e\u5165\u529b<\/div><div class=\"swell-block-step__body\">\n<p>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u3084\u6307\u793a\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u306a\u3069\u591a\u69d8\u306a\u5f62\u5f0f\u3067\u5165\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5165\u529b\u5f62\u5f0f\u306b\u5fdc\u3058\u3066\u3001\u524d\u51e6\u7406\u3084\u5909\u63db\u51e6\u7406\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/div><div class=\"swell-block-step__body\">\n<p>\u6b21\u306b\u3001\u30e2\u30c0\u30ea\u30c6\u30a3\u3054\u3068\u306e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u5404\u30e2\u30c0\u30ea\u30c6\u30a3\u306b\u5bfe\u5fdc\u3057\u305f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff08\u4f8b\uff1a\u30c6\u30ad\u30b9\u30c8\u7528\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb\u3001\u753b\u50cf\u7528\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30e2\u30c7\u30eb\u3001\u97f3\u58f0\u8a8d\u8b58\u30e2\u30c7\u30eb\u306a\u3069\uff09\u306b\u3088\u308a\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u304c\u5171\u901a\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u7d71\u4e00\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u3092\u7528\u3044\u3066\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u300c\u60c5\u5831\u306e\u691c\u7d22\uff08Retriever\uff09\u300d\u306e\u30b9\u30c6\u30c3\u30d7\u3078\u3068\u9032\u307f\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u60c5\u5831\u306e\u691c\u7d22<\/div><div class=\"swell-block-step__body\">\n<p>\u7d71\u4e00\u30d9\u30af\u30c8\u30eb\u3092\u7528\u3044\u3066\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<br>\u5f93\u6765\u306eRAG\u306f\u30c6\u30ad\u30b9\u30c8\u306b\u9650\u5b9a\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u3067\u306f\u753b\u50cf\u3084\u97f3\u58f0\u3082\u691c\u7d22\u5bfe\u8c61\u3068\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5e83\u7bc4\u306a\u60c5\u5831\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u5fdc\u7b54\u306e\u751f\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u691c\u7d22\u7d50\u679c\u3092\u3082\u3068\u306b\u3001LLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<br>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u4ee5\u5916\u306e\u51fa\u529b\uff08\u753b\u50cf\u4ed8\u304d\u8aac\u660e\u3084\u97f3\u58f0\u56de\u7b54\u306a\u3069\uff09\u3082\u751f\u6210\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e3b\u8981\u306a\u8981\u7d20\u6280\u8853<\/strong><\/h3>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306a\u8981\u7d20\u6280\u8853\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e3b\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u753b\u50cf\u30fb\u97f3\u58f0\u306a\u3069\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08MLLM\uff09\u3068\u3001\u5916\u90e8\u77e5\u8b58\u3092\u53c2\u7167\u3059\u308bRAG\u6280\u8853\u304c\u5fc5\u8981\u3067\u3059\u3002\u3055\u3089\u306b\u3001CLIP\u306e\u3088\u3046\u306a\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3084\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3088\u308b\u691c\u7d22\u3001LangChain\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3067\u5404\u6280\u8853\u3092\u9023\u643a\u3055\u305b\u3066\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u306a\u3069\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b\u300c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08MLLM\uff09\u300d\u3068\u3001\u5916\u90e8\u77e5\u8b58\u3092\u53c2\u7167\u3059\u308b\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u300d\u304c\u57fa\u76e4\u6280\u8853\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>CLIP\u306a\u3069\u306e\u30e2\u30c7\u30eb\u3067\u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u305f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3084\u985e\u4f3c\u691c\u7d22\u306b\u3088\u3063\u3066\u3001\u95a2\u9023\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u9023\u643a\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u3001LangChain\u3084LlamaIndex\u306a\u3069\u306e\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3084\u3001Python\u30fbTensorFlow\u30fbPyTorch\u306a\u3069\u306e\u958b\u767a\u74b0\u5883\u304c\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u69d8\u3005\u306a\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/h3>\n\n\n\n<dl class=\"swell-block-dl\">\n<dt class=\"swell-block-dl__dt\">\u30e2\u30c0\u30ea\u30c6\u30a3\u5909\u63db\u30a2\u30d7\u30ed\u30fc\u30c1<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>\u97f3\u58f0\u3084\u753b\u50cf\u3001\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30ca\u30ec\u30c3\u30b8\u3068\u3057\u3066\u7ba1\u7406\u30fb\u691c\u7d22\u3059\u308b\u624b\u6cd5\uff08\u4f8b\uff1a\u97f3\u58f0\u2192\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u2192\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u5316\u306a\u3069\uff09\u3002<\/p>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\">\u7d71\u5408\u30fb\u5206\u96e2\u30b9\u30c8\u30a2\u30a2\u30d7\u30ed\u30fc\u30c1<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>\u3059\u3079\u3066\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u540c\u3058\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u57cb\u3081\u8fbc\u3080\u3001\u307e\u305f\u306f\u4e3b\u8981\u306a\u30e2\u30c0\u30ea\u30c6\u30a3\uff08\u4f8b\uff1a\u30c6\u30ad\u30b9\u30c8+\u753b\u50cf\u8aac\u660e\uff09\u306b\u307e\u3068\u3081\u3066\u7ba1\u7406\u30fb\u691c\u7d22\u3059\u308b\u624b\u6cd5\u3001\u3082\u3057\u304f\u306f\u30e2\u30c0\u30ea\u30c6\u30a3\u3054\u3068\u306b\u7570\u306a\u308b\u30b9\u30c8\u30a2\u3092\u7528\u610f\u3057\u3001\u691c\u7d22\u30fbRerank\u3092\u884c\u3046\u624b\u6cd5\u3002<\/p>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\">\u4eca\u5f8c\u306e\u5c55\u671b\u3068\u30dd\u30a4\u30f3\u30c8<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>\u9ad8\u5ea6\u306a\u691c\u7d22\u624b\u6cd5\u3084\u77e5\u8b58\u306e\u52d5\u7684\u66f4\u65b0\u3001\u8aac\u660e\u53ef\u80fd\u6027\u3084\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u5316\u306a\u3069\u3082\u542b\u3081\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u76ee\u7684\u3084\u30c7\u30fc\u30bf\u7279\u6027\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n<\/dd>\n<\/dl>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/eyecatch_graphrag-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/graphrag.html\">GraphRAG\u3092Langchain+Neo4j\u3067\u69cb\u7bc9\uff01\u300eONE PIECE\u300f\u306b\u3064\u3044\u3066\u805e\u304f<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">GraphRAG\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002 \u5f93\u6765\u306eRAG\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u52a0\u3048\u3066\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u691c\u7d22\u7cbe\u5ea6\u304c\u5927\u5e45\u306b&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\"><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u6d3b\u7528\u4e8b\u4f8b<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/aitown_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5732\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/aitown_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/aitown_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306f\u3001\u305d\u306e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u80fd\u529b\u306b\u3088\u308a\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u9769\u65b0\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u751f\u307f\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5f93\u6765\u306eRAG\u3067\u306f\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306b\u9650\u3089\u308c\u3066\u3044\u305f\u305f\u3081\u3001\u753b\u50cf\u3084\u97f3\u58f0\u3001\u52d5\u753b\u3068\u3044\u3063\u305f\u975e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u542b\u3080\u8907\u96d1\u306a\u60c5\u5831\u3092\u6271\u3046\u3053\u3068\u306f\u56f0\u96e3\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u4eba\u9593\u304c\u4e94\u611f\u3092\u4f7f\u3063\u3066\u60c5\u5831\u3092\u7406\u89e3\u3059\u308b\u3088\u3046\u306b\u3001AI\u3082\u8907\u6570\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u7d71\u5408\u7684\u306b\u5206\u6790\u3057\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u554f\u984c\u89e3\u6c7a\u3084\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u3001\u533b\u7642\u3001\u6559\u80b2\u3001\u88fd\u9020\u30fb\u5efa\u8a2d\u696d\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u696d\u754c\u3067\u65b0\u305f\u306a\u4fa1\u5024\u5275\u9020\u3068\u696d\u52d9\u52b9\u7387\u5316\u304c\u5b9f\u73fe\u3055\u308c\u3001\u3053\u308c\u307e\u3067\u4e0d\u53ef\u80fd\u3060\u3063\u305f\u65b0\u3057\u3044\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u304c\u6b21\u3005\u3068\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading is-style-section_ttl\">\u4e3b\u306a<strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG<\/strong>\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h3>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-image-fill-element is-style-card\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"600\" height=\"327\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag1.jpg\" alt=\"\" class=\"wp-image-20556 size-full\" style=\"object-position:50% 50%\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag1.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag1-300x164.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u30d3\u30b8\u30cd\u30b9\u5206\u91ce\u3067\u306e\u6d3b\u7528<\/strong><\/p>\n\n\n\n<p> <strong>\u9867\u5ba2\u5bfe\u5fdc\u306e\u9769\u65b0<\/strong>: \u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u30c6\u30ad\u30b9\u30c8\u3092\u7d71\u5408\u7406\u89e3\u3057\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u51e6\u7406\u6642\u9593\u3092\u5e73\u574740%\u77ed\u7e2e<\/p>\n\n\n\n<p><strong>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5f37\u5316<\/strong>: SNS\u306e\u753b\u50cf\u30fb\u52d5\u753b\u30fb\u30c6\u30ad\u30b9\u30c8\u3092\u7dcf\u5408\u5206\u6790\u3057\u3066\u3001\u9867\u5ba2\u611f\u60c5\u3084\u30c8\u30ec\u30f3\u30c9\u3092\u6df1\u304f\u628a\u63e1\u3057\u65b0\u305f\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u767a\u898b<\/p>\n\n\n\n<p><strong>\u793e\u5185\u52b9\u7387\u5316<\/strong>: PDF\u30fb\u52d5\u753b\u30de\u30cb\u30e5\u30a2\u30eb\u306a\u3069\u591a\u69d8\u306a\u5f62\u5f0f\u306e\u60c5\u5831\u3092\u6a2a\u65ad\u691c\u7d22\u3057\u3001\u88fd\u9020\u696d\u306e\u73fe\u5834\u4fdd\u5168\u3084SaaS\u4f01\u696d\u306e\u58f2\u4e0a\u5411\u4e0a\u3092\u5b9f\u73fe<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide has-media-on-the-right is-stacked-on-mobile is-image-fill-element is-style-card\"><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>\u533b\u7642\u5206\u91ce\u3067\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u6d3b\u7528<\/strong><\/p>\n\n\n\n<p><strong>\u8a3a\u65ad\u7cbe\u5ea6\u306e\u5411\u4e0a<\/strong>: \u96fb\u5b50\u30ab\u30eb\u30c6\u30fb\u533b\u7528\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u751f\u4f53\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u5206\u6790\u3057\u3001NEC\u7b49\u306e\u7814\u7a76\u3067\u306f\u80f8\u90e8X\u7dda\u30fb\u75c7\u72b6\u30fb\u54b3\u97f3\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u80ba\u75be\u60a3\u65e9\u671f\u767a\u898b\u7387\u304c\u5411\u4e0a<\/p>\n\n\n\n<p><strong>\u533b\u7642AI\u6027\u80fd\u306e\u5927\u5e45\u6539\u5584<\/strong>: MMed-RAG\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u533b\u7642VQA\u3068\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u306e\u4e8b\u5b9f\u7684\u6b63\u78ba\u6027\u304c\u5e73\u574743.8%\u5411\u4e0a\u3057\u3001\u624b\u66f8\u304d\u81e8\u5e8a\u30ce\u30fc\u30c8\u3084\u753b\u50cf\u5f62\u5f0f\u6587\u66f8\u3082\u6a2a\u65ad\u691c\u7d22\u53ef\u80fd<\/p>\n\n\n\n<p><strong>\u533b\u7642\u73fe\u5834\u306e\u52b9\u7387\u5316<\/strong>: \u985e\u4f3c\u75c7\u4f8b\u691c\u7d22\u306e\u95a2\u9023\u6027\u5224\u65ad\u3092\u81ea\u52d5\u5316\u3057\u3001\u533b\u5e2b\u306e\u81a8\u5927\u306a\u6642\u9593\u3068\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3066\u60a3\u8005\u30b1\u30a2\u306e\u8cea\u3092\u5411\u4e0a<\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"600\" height=\"327\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag3.jpg\" alt=\"\" class=\"wp-image-20557 size-full\" style=\"object-position:50% 50%\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag3.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag3-300x164.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-image-fill-element is-style-card\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"600\" height=\"327\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag2.jpg\" alt=\"\" class=\"wp-image-20558 size-full\" style=\"object-position:50% 50%\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag2.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag2-300x164.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>\u6559\u80b2\u5206\u91ce\u3067\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u6d3b\u7528<\/strong><\/p>\n\n\n\n<p><strong>\u500b\u5225\u5316\u5b66\u7fd2\u306e\u5b9f\u73fe<\/strong>: \u30c6\u30ad\u30b9\u30c8\u30fb\u753b\u50cf\u30fb\u52d5\u753b\u30fb\u97f3\u58f0\u3092\u7d71\u5408\u3057\u305f\u6559\u6750\u751f\u6210\u306b\u3088\u308a\u3001\u751f\u5f92\u306e\u5b66\u7fd2\u30b9\u30bf\u30a4\u30eb\u306b\u5408\u308f\u305b\u305f\u7406\u89e3\u3057\u3084\u3059\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u81ea\u52d5\u4f5c\u6210<\/p>\n\n\n\n<p><strong>\u6559\u80b2\u52b9\u7387\u306e\u5287\u7684\u6539\u5584<\/strong>: Recursive\u793e\u306e\u4e8b\u4f8b\u3067\u306f\u3001\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3084\u30de\u30eb\u30c1\u30e1\u30c7\u30a3\u30a2\u6559\u80b2\u8cc7\u6599\u306e\u4f5c\u6210\u6642\u9593\u3092\u5927\u5e45\u77ed\u7e2e\u3057\u3001\u6559\u5e2b\u306e\u696d\u52d9\u52b9\u7387\u3092\u6700\u592790%\u524a\u6e1b<\/p>\n\n\n\n<p><strong>\u8cea\u554f\u5bfe\u5fdc\u306e\u9ad8\u5ea6\u5316<\/strong>: \u8907\u6570\u306e\u60c5\u5831\u6e90\u304b\u3089\u6700\u9069\u306a\u5f62\u5f0f\uff08\u8996\u899a\u30fb\u8074\u899a\u8981\u7d20\u542b\u3080\uff09\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u3001\u751f\u5f92\u306e\u7406\u89e3\u5ea6\u5411\u4e0a\u3068\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5b66\u7fd2\u4f53\u9a13\u3092\u63d0\u4f9b<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide has-media-on-the-right is-stacked-on-mobile is-image-fill-element is-style-card\"><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>\u88fd\u9020\u696d\u30fb\u5efa\u8a2d\u696d\u3067\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u6d3b\u7528<\/strong><\/p>\n\n\n\n<p><strong>\u73fe\u5834\u4f5c\u696d\u306e\u9ad8\u901f\u5316<\/strong>: \u8a2d\u8a08\u56f3\u9762\u30fbCAD\u30c7\u30fc\u30bf\u30fb\u30de\u30cb\u30e5\u30a2\u30eb\u30fb\u6620\u50cf\u30fb\u97f3\u58f0\u3092\u7d71\u5408\u5206\u6790\u3057\u3001\u904e\u53bb\u4e8b\u4f8b\u691c\u7d22AI\u5316\u306b\u3088\u308a\u73fe\u5834\u4fdd\u5168\u4f5c\u696d\u3092\u52b9\u7387\u5316\u3001\u8a2d\u5099\u7a3c\u50cd\u738715%\u5411\u4e0a\u3092\u5b9f\u73fe<\/p>\n\n\n\n<p><strong>\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u81ea\u52d5\u5316<\/strong>: \u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3068\u7c21\u5358\u306a\u8aac\u660e\u5165\u529b\u3060\u3051\u3067\u95a2\u9023\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u904e\u53bb\u4e8b\u4f8b\u3092\u53c2\u7167\u3057\u3001\u7684\u78ba\u306a\u89e3\u6c7a\u7b56\u3092\u5373\u5ea7\u306b\u63d0\u793a\u3057\u3066\u5bfe\u5fdc\u5de5\u6570\u3092\u5927\u5e45\u524a\u6e1b<\/p>\n\n\n\n<p><strong>\u5b89\u5168\u6027\u306e\u5411\u4e0a<\/strong>: \u81ea\u52d5\u904b\u8ee2\u6280\u8853\u3067\u30ab\u30e1\u30e9\u3068\u30ec\u30fc\u30c0\u30fc\u60c5\u5831\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u7269\u4f53\u5224\u65ad\u7cbe\u5ea6\u5411\u4e0a\u3084\u3001\u751f\u7523\u30e9\u30a4\u30f3\u306e\u6620\u50cf\u30fb\u6a5f\u68b0\u97f3\u540c\u6642\u5206\u6790\u306b\u3088\u308b\u4e0d\u5177\u5408\u65e9\u671f\u767a\u898b\u3092\u5b9f\u73fe<\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"600\" height=\"327\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag4.jpg\" alt=\"\" class=\"wp-image-20559 size-full\" style=\"object-position:50% 50%\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag4.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/08\/rag4-300x164.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llamaindexrag-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/llamaindexrag.html\">LlamaIndex\u3067RAG\u3092\u69cb\u7bc9\uff01\u300eHUNTER\u00d7HUNTER\u300f\u306b\u3064\u3044\u3066\u805e\u304f<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">LlamaIndex\u3067\u306f\u3001\u5916\u90e8\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u8cea\u554f\u306b\u56de\u7b54\u3059\u308bRAG\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u300eHUNTER\u00d7HUNTER\u300f\u306eWikipedia\u3092\u8aad\u307f\u8fbc\u3093\u3067\u8cea\u554f\u306b\u56de\u7b54\u3059\u308bRAG\u3092\u4f5c\u308b\u65b9\u6cd5\u3092\u7d39&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u672a\u6765\u3092\u652f\u3048\u308b\u9ad8\u6027\u80fdGPU\u74b0\u5883\u306e\u91cd\u8981\u6027<\/strong><\/strong><\/h2>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306f\u73fe\u5728\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u306a\u3069\u8907\u6570\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u7d71\u5408\u51e6\u7406\u3001\u9ad8\u901f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001\u52d5\u7684\u77e5\u8b58\u66f4\u65b0\u3001\u8aac\u660e\u53ef\u80fd\u306aAI\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u5316\u306a\u3069\u3001\u591a\u65b9\u9762\u3067\u9769\u65b0\u7684\u306a\u7814\u7a76\u304c\u9032\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u5f8c\u306f\u97f3\u58f0\u5165\u529b\u3084\u5e38\u6642\u753b\u9762\u5171\u6709\u306b\u3088\u308b\u6df1\u3044\u6587\u8108\u7406\u89e3\u304c\u5b9f\u73fe\u3057\u3001LLM\u306e\u56de\u7b54\u7cbe\u5ea6\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u9ad8\u5ea6\u306a\u6280\u8853\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f\u3001\u81a8\u5927\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u63a8\u8ad6<\/strong>\uff1a\u8907\u6570\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u540c\u6642\u51e6\u7406\u306b\u306f\u9ad8\u6027\u80fdGPU<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u7d22\u30fb\u66f4\u65b0<\/strong>\uff1a\u5927\u898f\u6a21\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9ad8\u901f\u51e6\u7406<\/li>\n\n\n\n<li><strong>\u8907\u96d1\u306a\u4e26\u3073\u66ff\u3048\u51e6\u7406<\/strong>\uff1aRank-Rerank\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u52b9\u7387\u7684\u306a\u5b9f\u884c<\/li>\n<\/ul>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u6a5f\u80fd\u3092\u4e2d\u6838\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3057\u3001\u672a\u77e5\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5411\u3051\u3066AI\u30b5\u30fc\u30d3\u30b9\u3092\u62e1\u5f35\u3057\u3066\u3044\u304f\u305f\u3081\u306b\u306f\u3001<strong>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u9ad8\u6027\u80fd\u306aGPU\u30af\u30e9\u30a6\u30c9\u74b0\u5883<\/strong>\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u5f53\u793e\u306eGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u8a73\u7d30\u8cc7\u6599\u3092\u3054\u8acb\u6c42\u304f\u3060\u3055\u3044\u3002\u6700\u9069\u306a\u8a08\u7b97\u74b0\u5883\u3067\u3001\u9769\u65b0\u7684\u306aAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u5f37\u529b\u306b\u30b5\u30dd\u30fc\u30c8\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"10708\"><p><div class=\"p-adBox -ranking -border-on\" data-id=\"4103\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">GPUSOROBAN\uff1a\u696d\u754c\u6700\u5b89\u5024\u306e1\u6642\u959350\u5186\uff01<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtoptrial&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanbanner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">Stable Diffusion\u3092\u5feb\u9069\u306b\uff01<\/div><div class=\"p-adBox__desc\">\u9ad8\u6027\u80fd\u306aGPU\u300cNVIDIA A4000 16GB\u300d\u3092\u696d\u754c\u6700\u5b89\u5024\u306e1\u6642\u959350\u5186\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n\u3055\u3089\u306b\u3001\u30af\u30e9\u30a6\u30c9GPU\u3092\u5229\u7528\u3057\u306a\u3044\u6642\u306f\u505c\u6b62\u306b\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u505c\u6b62\u4e2d\u306e\u6599\u91d1\u306f\u304b\u304b\u308a\u307e\u305b\u3093\u3002\r\n<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtoptrial&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">10\u65e5\u9593\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u5b9f\u65bd\u4e2d\uff01<\/a><\/div><\/div><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5f93\u6765\u306eRAG\u3067\u306f\u3001\u753b\u50cf\u3084\u97f3\u58f0\u3092\u691c\u7d22\u306b\u6d3b\u304b\u3059\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002 \u3053\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u304c\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u306a\u3069\u3092\u7d71\u5408\u7684\u306b\u6271\u3048\u308b\u300c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u300d\u3067\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u4ed5\u7d44\u307f\u3084\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u3001 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":20589,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[26],"class_list":["post-20541","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machinelearning","tag-rag"],"_links":{"self":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/20541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/comments?post=20541"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/20541\/revisions"}],"predecessor-version":[{"id":20835,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/20541\/revisions\/20835"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/20589"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=20541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=20541"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=20541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}