{"id":10759,"date":"2024-05-17T09:12:06","date_gmt":"2024-05-17T14:12:06","guid":{"rendered":"http:\/\/skimai.com\/?p=10759"},"modified":"2024-05-17T09:12:06","modified_gmt":"2024-05-17T14:12:06","slug":"%e3%83%99%e3%82%af%e3%82%bf%e3%83%bc%e3%83%87%e3%83%bc%e3%82%bf%e3%83%99%e3%83%bc%e3%82%b9%e3%82%92lm%e3%82%a2%e3%83%97%e3%83%aa%e3%81%ab%e6%b4%bb%e7%94%a8%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95-54","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/","title":{"rendered":"LLM\u30a2\u30d7\u30ea\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5 - AI&amp;YOU #54"},"content":{"rendered":"<p><strong><u>\u4eca\u9031\u306e\u30b9\u30bf\u30c3\u30c4\uff0f\u30d5\u30a1\u30af\u30c8<\/u><\/strong> 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<a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e4%bc%81%e6%a5%ad%e3%81%8cllm%e3%82%92%e5%88%a9%e7%94%a8%e3%81%99%e3%81%b9%e3%81%8d5%e3%81%a4%e3%81%ae%e7%90%86%e7%94%b1\/\">\u4f01\u696d\u306b\u304a\u3051\u308bLLM<\/a> AI\u306e\u5fdc\u7528\u3002<\/p>\n\n\n<p><strong>\u4eca\u9031\u306eAI&amp;YOU\u3067\u306f\u3001\u79c1\u305f\u3061\u304c\u767a\u8868\u3057\u305f3\u3064\u306e\u30d6\u30ed\u30b0\u304b\u3089\u306e\u6d1e\u5bdf\u3092\u7d39\u4ecb\u3057\u307e\u3059\uff1a<\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/2024%e5%b9%b4%e3%80%81%e4%bc%81%e6%a5%ad%e3%81%af%e3%83%99%e3%82%af%e3%82%bf%e3%83%bc%e3%83%87%e3%83%bc%e3%82%bf%e3%83%99%e3%83%bc%e3%82%b9%e3%82%92lm%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc\/\">2024\u5e74\u3001\u4f01\u696d\u306fLLM\u30a2\u30d7\u30ea\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u3069\u3046\u4f7f\u3046\u3079\u304d\u304b<\/a><\/p><\/li><li><p><a 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href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#How_vector_databases_work\" >\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4ed5\u7d44\u307f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#Advantages_of_using_vector_databases_for_LLM_applications\" >LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u5229\u70b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#LLMs_and_Vector_Databases_A_Perfect_Match_for_Enterprise_AI\" >LLM\u3068\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff1a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u6700\u9069\u306a\u7d44\u307f\u5408\u308f\u305b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#Challenges_of_using_traditional_databases_for_LLM_data_storage_and_retrieval\" >LLM\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u691c\u7d22\u306b\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306e\u8ab2\u984c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#How_vector_databases_overcome_these_challenges\" 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>\u30cb\u30fc\u30ba\u306b\u5408\u3063\u305f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u629e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#Best_practices_for_integrating_vector_databases_with_your_LLM_applications\" >\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#Enabling_Retrieval_Augmented_Generation_RAG_with_Vector_Databases\" >\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3088\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09\u306e\u5b9f\u73fe<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#Impact_on_Enterprise_AI_Scalability_Adoption_and_ROI\" >\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u5c0e\u5165\u3001ROI\u3078\u306e\u5f71\u97ff<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-databases-for-its-llm-apps-aiyou-54\/#10_Strategies_for_Adopting_Vector_Databases_in_Your_Enterprise\" >\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f01\u696d\u306b\u5c0e\u5165\u3059\u308b\u305f\u3081\u306e10\u306e\u6226\u7565<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_your_enterprise_should_be_using_vector_database_for_its_LLM_apps_%E2%80%93_AI_YOU_54\"><\/span><strong>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5 - AI&amp;YOU #54<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u9ad8\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308b\u3002\u30c7\u30fc\u30bf\u3092\u884c\u3068\u5217\u3068\u3057\u3066\u683c\u7d0d\u3059\u308b\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u7570\u306a\u308a\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306e\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u3084\u753b\u50cf\u306a\u3069\u306e\u5404\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u306b\u5909\u63db\u3055\u308c\u308b\u3002\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u610f\u5473\u7684\u306a\u610f\u5473\u3092\u6349\u3048\u308b\u3001\u9ad8\u5bc6\u5ea6\u3067\u56fa\u5b9a\u9577\u306e\u6570\u5024\u8868\u73fe\u3067\u3042\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_vector_databases_work\"><\/span>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4ed5\u7d44\u307f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4e2d\u6838\u306b\u306f\u3001\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u3068\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306e\u6982\u5ff5\u304c\u3042\u308b\u3002\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u306f\u3001word2vec\u3084BERT\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u751f\u6210\u3055\u308c\u3001\u30c7\u30fc\u30bf\u70b9\u3092\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3059\u308b\u3002\u3053\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3067\u306f\u3001\u985e\u4f3c\u306e\u30c7\u30fc\u30bf\u70b9\u306f\u4e92\u3044\u306b\u8fd1\u3044\u30d9\u30af\u30c8\u30eb\u3067\u8868\u73fe\u3055\u308c\u3001\u975e\u985e\u4f3c\u306e\u30c7\u30fc\u30bf\u70b9\u306f\u96e2\u308c\u3066\u8868\u73fe\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u52b9\u7387\u7684\u306a\u985e\u4f3c\u691c\u7d22\u3084\u6700\u8fd1\u508d\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u30af\u30a8\u30ea\u30d9\u30af\u30c8\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3084\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306e\u3088\u3046\u306a\u8ddd\u96e2\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u5185\u3067\u6700\u3082\u985e\u4f3c\u3057\u305f\u30d9\u30af\u30c8\u30eb\u3092\u7d20\u65e9\u304f\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u5b8c\u5168\u4e00\u81f4\u3067\u306f\u306a\u304f\u3001\u610f\u5473\u7684\u985e\u4f3c\u6027\u306b\u57fa\u3065\u304f\u95a2\u9023\u30c7\u30fc\u30bf\u306e\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306a\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Advantages_of_using_vector_databases_for_LLM_applications\"><\/span>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u5229\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u4e0a\u3067\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u6bd4\u8f03\u3057\u3066\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u5229\u70b9\u304c\u3042\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u610f\u5473\u691c\u7d22\uff1a<\/strong> \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3057\u3001LLM\u304c\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u5b8c\u5168\u4e00\u81f4\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30af\u30a8\u30ea\u306e\u610f\u5473\u3084\u6587\u8108\u306b\u57fa\u3065\u3044\u3066\u60c5\u5831\u3092\u691c\u7d22\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5927\u898f\u6a21\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u6271\u3046\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002\u6570\u767e\u4e07\u304b\u3089\u6570\u5341\u5104\u306e\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3092\u683c\u7d0d\u3057\u3001\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30af\u30a8\u30ea\u30fc\u6642\u9593\u306e\u77ed\u7e2e<\/strong> \u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u4f7f\u7528\u3055\u308c\u308b\u7279\u6b8a\u306a\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u9ad8\u901f\u306a\u30af\u30a8\u30ea\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u7cbe\u5ea6\u306e\u5411\u4e0a\uff1a<\/strong> \u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u306b\u53d6\u308a\u8fbc\u307e\u308c\u305f\u610f\u5473\u60c5\u5831\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306fLLM\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u3088\u308a\u6b63\u78ba\u3067\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p><\/li>\n<\/ol>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/a5d6dcb4-99f8-43a7-bd94-d779a9fa57f4.jpg\" alt=\"\u30af\u30ed\u30de\u30fb\u30d9\u30af\u30bf\u30fcDB\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LLMs_and_Vector_Databases_A_Perfect_Match_for_Enterprise_AI\"><\/span>LLM\u3068\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff1a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u6700\u9069\u306a\u7d44\u307f\u5408\u308f\u305b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u306e\u6210\u529f\u306f\u3001\u5b66\u7fd2\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u30a2\u30af\u30bb\u30b9\u6027\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001LLM\u304c\u5fc5\u8981\u3068\u3059\u308b\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u30fb\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>LLM\u306f\u4f55\u5341\u5104\u3082\u306e\u5358\u8a9e\u3092\u542b\u3080\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b66\u7fd2\u3055\u308c\u308b\u305f\u3081\u3001\u8a00\u8a9e\u306e\u8907\u96d1\u3055\u3092\u5b66\u7fd2\u3057\u3001\u6587\u8108\u3068\u610f\u5473\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4e00\u5ea6\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u305fLLM\u306f\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u696d\u7a2e\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u95a2\u9023\u6027\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bLLM\u306e\u6027\u80fd\u3068\u7cbe\u5ea6\u306b\u76f4\u63a5\u5f71\u97ff\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Challenges_of_using_traditional_databases_for_LLM_data_storage_and_retrieval\"><\/span>LLM\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u691c\u7d22\u306b\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306e\u8ab2\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u3088\u3046\u306a\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001LLM\u304c\u5fc5\u8981\u3068\u3059\u308b\u975e\u69cb\u9020\u5316\u30fb\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u306f\u9069\u3057\u3066\u3044\u306a\u3044\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> \u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u969b\u306b\u6027\u80fd\u4e0a\u306e\u554f\u984c\u306b\u76f4\u9762\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001LLM\u306e\u8a13\u7df4\u3084\u904b\u7528\u306b\u5fc5\u8981\u306a\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u30fb\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u3067\u3042\u3063\u305f\u3002<\/p><\/li><li><p><strong>\u975e\u52b9\u7387\u7684\u306a\u691c\u7d22<\/strong>:\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u304a\u3051\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u610f\u5473\u3084\u6587\u8108\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u305a\u3001LLM\u304c\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u305f\u5834\u5408\u3001\u95a2\u9023\u6027\u306e\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u4e0d\u5b8c\u5168\u306a\u7d50\u679c\u3068\u306a\u3063\u3066\u3057\u307e\u3046\u3002<\/p><\/li><li><p><strong>\u67d4\u8edf\u6027\u306b\u6b20\u3051\u308b\uff1a<\/strong> \u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u786c\u76f4\u3057\u305f\u30b9\u30ad\u30fc\u30de\u306f\u3001LLM\u306b\u95a2\u9023\u3059\u308b\u591a\u69d8\u3067\u9032\u5316\u3059\u308b\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u3084\u69cb\u9020\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3092\u56f0\u96e3\u306b\u3057\u3066\u3044\u308b\u3002<\/p><\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_vector_databases_overcome_these_challenges\"><\/span>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3069\u306e\u3088\u3046\u306b\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u304b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001LLM\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3068\u3044\u3046\u70b9\u3067\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9650\u754c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8003\u616e\u3057\u305f\u30c7\u30fc\u30bf\u691c\u7d22\u306e\u305f\u3081\u306e\u52b9\u7387\u7684\u306a\u985e\u4f3c\u6027\u691c\u7d22\uff1a<\/strong> \u30c7\u30fc\u30bf\u3092\u9ad8\u6b21\u5143\u7a7a\u9593\u306e\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306a\u985e\u4f3c\u6027\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002LLM\u306f\u30af\u30a8\u30ea\u306e\u610f\u5473\u306b\u57fa\u3065\u3044\u3066\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3088\u308a\u6587\u8108\u306b\u9069\u3057\u305f\u5fdc\u7b54\u3092\u4fdd\u8a3c\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u305f\u3081\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> 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class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5c0e\u5165\u3059\u308b\u524d\u306b\u3001\u305d\u308c\u304c\u4f01\u696d\u306eAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u3082\u4fa1\u5024\u3092\u63d0\u4f9b\u3067\u304d\u308b\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u3060\u3002<\/p>\n\n\n<p><strong>\u610f\u5473\u691c\u7d22\u3068\u60c5\u5831\u691c\u7d22<\/strong> 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href=\"http:\/\/skimai.com\/ja\/%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b40%e3%81%ae%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e4%b8%96%e4%bb%a3%e3%83%a9%e3%82%b0\/\"><strong>\u30e9\u30b0<\/strong><\/a><strong>,<\/strong> LLM\u304c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u3067\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3002\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u3001LLM\u306f\u5165\u529b\u30af\u30a8\u30ea\u306b\u57fa\u3065\u3044\u3066\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u751f\u6210\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u8cab\u6027\u3068\u4e8b\u5b9f\u306e\u6b63\u78ba\u6027\u3092\u9ad8\u3081\u308b\u3002<\/p>\n\n\n<p><strong>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3068\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0<\/strong> 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<strong>\u30ca\u30ec\u30c3\u30b8\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u7d44\u7e54<\/strong>.\u4f01\u696d\u306f\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u3066\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6574\u7406\u30fb\u7ba1\u7406\u3057\u3001\u985e\u4f3c\u3057\u305f\u30d9\u30af\u30c8\u30eb\u540c\u58eb\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u81ea\u52d5\u7684\u306b\u5206\u985e\u30fb\u30bf\u30b0\u4ed8\u3051\u3057\u3001\u767a\u898b\u3068\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3092\u5bb9\u6613\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Choosing_the_right_vector_database_for_your_needs\"><\/span>\u30cb\u30fc\u30ba\u306b\u5408\u3063\u305f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u629e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6210\u529f\u306b\u306f\u3001\u9069\u5207\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u67d4\u8edf\u6027\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u304f\u3001\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3001\u5b9a\u671f\u7684\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3001\u8c4a\u5bcc\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u5099\u3048\u3066\u3044\u308b\u3002\u4e00\u65b9\u3001\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u5c02\u9580\u30d9\u30f3\u30c0\u30fc\u306b\u3088\u3063\u3066\u63d0\u4f9b\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u30b5\u30dd\u30fc\u30c8\u3001\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u4ed6\u306e\u30c4\u30fc\u30eb\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u9ad8\u3044\u30b3\u30b9\u30c8\u3068\u30d9\u30f3\u30c0\u30fc\u30ed\u30c3\u30af\u30a4\u30f3\u306e\u30ea\u30b9\u30af\u3092\u4f34\u3046\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u7d71\u5408\u306e\u5bb9\u6613\u3055\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u8a55\u4fa1\u3059\u3079\u304d\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u3068\u30af\u30a8\u30ea\u6027\u80fd\u306e\u4e21\u9762\u3067\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u898f\u6a21\u3092\u51e6\u7406\u3059\u308b\u80fd\u529b\u3092\u8a55\u4fa1\u3057\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306e\u985e\u4f3c\u6027\u691c\u7d22\u3092\u5927\u5e45\u306b\u9ad8\u901f\u5316\u3067\u304d\u308b\u8fd1\u4f3c\u6700\u8fd1\u508d\uff08ANN\uff09\u691c\u7d22\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u3001LLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u30c0\u30a6\u30f3\u30b9\u30c8\u30ea\u30fc\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u65e2\u5b58\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30b9\u30bf\u30c3\u30af\u3068\u3069\u306e\u7a0b\u5ea6\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u8abf\u67fb\u3057\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30d8\u30eb\u30d7\u3001\u30d0\u30b0\u4fee\u6b63\u3001\u6a5f\u80fd\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u78ba\u5b9f\u306b\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u3001\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3001\u5305\u62ec\u7684\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u8fc5\u901f\u306a\u30b5\u30dd\u30fc\u30c8\u30c1\u30e3\u30cd\u30eb\u3092\u6301\u3064\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u512a\u5148\u3059\u308b\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/55c1b3eb-a9d2-416b-8455-d3e011249207.png\" alt=\"\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306e\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best_practices_for_integrating_vector_databases_with_your_LLM_applications\"><\/span>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u30b9\u30e0\u30fc\u30ba\u304b\u3064\u52b9\u679c\u7684\u306b\u5c0e\u5165\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>\u307e\u305a\u3001\u6b21\u306e\u3053\u3068\u3092\u884c\u3046\u3002 <strong>\u5805\u7262\u306a\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong> \u3092\u4f7f\u7528\u3057\u3066\u3001\u751f\u30c7\u30fc\u30bf\u3092\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u6b63\u898f\u5316\u3057\u3001\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u751f\u6210\u306b\u9069\u3057\u305f\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3084\u57cb\u3081\u8fbc\u307f\u30c6\u30af\u30cb\u30c3\u30af\u3092\u8a66\u3057\u3066\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306b\u6700\u3082\u9069\u3057\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u898b\u3064\u3051\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u4e8b\u524d\u306b\u8a13\u7df4\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3057\u3066\u3001\u4f01\u696d\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u56fa\u6709\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3084\u95a2\u4fc2\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u5b9f\u65bd <strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3068\u691c\u8a3c\u30b9\u30c6\u30c3\u30d7<\/strong> \u30d9\u30af\u30c8\u30eb\u57cb\u8fbc\u307f\u306e\u4e00\u8cab\u6027\u3068\u4fe1\u983c\u6027\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30af\u30a8\u30ea\u306e\u6700\u9069\u5316\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong> \u306f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u52b9\u7387\u7684\u306b\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3057\u3066\u3001\u30af\u30a8\u30ea\u306e\u901f\u5ea6\u3068\u7cbe\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308a\u3001\u6b21\u5143\u524a\u6e1b\u3001\u91cf\u5b50\u5316\u624b\u6cd5\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u69cb\u306a\u3069\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u63a1\u7528\u3057\u3066\u3001\u30d9\u30af\u30c8\u30eb\u306e\u4fdd\u5b58\u3068\u691c\u7d22\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u3092\u8a2d\u7acb\u3059\u308b\u3002 <strong>\u7dcf\u5408\u76e3\u8996\u30b7\u30b9\u30c6\u30e0<\/strong> \u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u53ef\u7528\u6027\u3001\u5065\u5168\u6027\u3092\u8ffd\u8de1\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u6027\u3068\u9bae\u5ea6\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u5b9a\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u30fb\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb<\/strong> \u306f\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u4f01\u696d\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306b\u6700\u3082\u91cd\u8981\u3067\u3059\u3002\u6a5f\u5bc6\u60c5\u5831\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b\u3001\u6697\u53f7\u5316\u3001\u8a8d\u8a3c\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u30e1\u30ab\u30cb\u30ba\u30e0\u306a\u3069\u306e\u5f37\u56fa\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u5c0e\u5165\u3057\u3001\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u306e\u8a66\u307f\u3084\u4e0d\u5be9\u306a\u884c\u52d5\u3092\u691c\u51fa\u30fb\u9632\u6b62\u3059\u308b\u305f\u3081\u306b\u3001\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u3092\u5b9a\u671f\u7684\u306b\u76e3\u67fb\u30fb\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n<p>\u3092\u80b2\u3066\u308b <strong>\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u77e5\u8b58\u5171\u6709\u306e\u6587\u5316<\/strong> \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u95a2\u3059\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3001\u5b66\u3093\u3060\u6559\u8a13\u3001\u9769\u65b0\u7684\u306a\u30a2\u30a4\u30c7\u30a2\u306e\u4ea4\u63db\u3092\u5968\u52b1\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u3053\u308c\u3089\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3044\u3001\u4f01\u696d\u72ec\u81ea\u306e\u8981\u4ef6\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u3067\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5c0e\u5165\u3092\u6210\u529f\u3055\u305b\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/b1132c2f-f254-4ed2-9f67-bf57ce8fa091.png\" alt=\"\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Enabling_Retrieval_Augmented_Generation_RAG_with_Vector_Databases\"><\/span>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3088\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09\u306e\u5b9f\u73fe<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6700\u3082\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u3064\u306f\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\u3092\u53ef\u80fd\u306b\u3059\u308b\u80fd\u529b\u3067\u3042\u308b\u3002RAG\u306f\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u30d1\u30ef\u30fc\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u6b63\u78ba\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3002<\/p>\n\n\n<p>\u4f01\u696d\u74b0\u5883\u3067\u306f\u3001RAG\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3092\u7406\u89e3\u3057\u3001\u9a5a\u304f\u307b\u3069\u306e\u7cbe\u5ea6\u3067\u5fdc\u7b54\u3067\u304d\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u3066\u95a2\u9023\u60c5\u5831\u3092\u4fdd\u5b58\u30fb\u691c\u7d22\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306f\u4f1a\u8a71\u306e\u7279\u5b9a\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5408\u308f\u305b\u305f\u4eba\u9593\u306e\u3088\u3046\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u4f8b\u3048\u3070\u3001\u91d1\u878d\u6a5f\u95a2\u306fRAG\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u6295\u8cc7\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092LLM\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u9867\u5ba2\u306e\u8ca1\u52d9\u76ee\u6a19\u3001\u30ea\u30b9\u30af\u8a31\u5bb9\u5ea6\u3001\u6295\u8cc7\u55dc\u597d\u3092\u7406\u89e3\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u53d6\u5f97\u3057\u305f\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u306e\u63a8\u5968\u4e8b\u9805\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Impact_on_Enterprise_AI_Scalability_Adoption_and_ROI\"><\/span>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u5c0e\u5165\u3001ROI\u3078\u306e\u5f71\u97ff<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u6280\u8853\u306e\u9032\u6b69\u3068\u4ed6\u306eAI\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u306e\u7d71\u5408\u306f\u3001\u4f01\u696d\u306eAI\u5c0e\u5165\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u304a\u3088\u3073AI\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e6%9c%80%e9%ab%98%e3%81%aeroi%e3%82%92%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b4%e3%81%a4%e3%81%ae%e4%bc%81%e6%a5%ad%e5%90%91%e3%81%91llm%e3%83%a6%e3%83%bc%e3%82%b9%e3%82%b1%e3%83%bc%e3%82%b9\/\">\u6295\u8cc7\u5229\u76ca\u7387\uff08ROI\uff09<\/a>.\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u3088\u308a\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u3001\u52b9\u7387\u7684\u3067\u3001\u8aac\u660e\u53ef\u80fd\u306aAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3059\u308c\u3070\u3001\u4f01\u696d\u306fAI\u6295\u8cc7\u304b\u3089\u3088\u308a\u5927\u304d\u306a\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3060\u308d\u3046\u3002<\/p>\n\n\n<p>\u81a8\u5927\u306a\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u30fb\u5206\u6790\u3067\u304d\u308bAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u6a5f\u80fd\u306b\u304a\u3044\u3066\u81ea\u52d5\u5316\u3001\u6700\u9069\u5316\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u65b0\u305f\u306a\u53ef\u80fd\u6027\u304c\u5e83\u304c\u3063\u3066\u3044\u308b\u3002\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3084\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u304b\u3089\u3001\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u7ba1\u7406\u3084\u8ca1\u52d9\u4e88\u6e2c\u307e\u3067\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6f5c\u5728\u7684\u306a\u7528\u9014\u306f\u7121\u9650\u3067\u3059\u3002<\/p>\n\n\n<p>\u305d\u306e\u7d50\u679c\u3001\u4f01\u696d\u306b\u304a\u3051\u308bAI\u306e\u5c0e\u5165\u304c\u5927\u5e45\u306b\u5897\u52a0\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u7a2e\u306e\u4f01\u696d\u304c\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u3066\u7af6\u4e89\u512a\u4f4d\u6027\u3068\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u3092\u63a8\u9032\u3057\u3066\u3044\u307e\u3059\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u7d44\u7e54\u304c\u3088\u308a\u8fc5\u901f\u306aTime-to-Value\u3001\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3001\u53ce\u76ca\u6e90\u306e\u62e1\u5927\u3092\u9054\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u305f\u3081\u3001AI\u30a4\u30cb\u30b7\u30a2\u30c1\u30d6\u306eROI\u3082\u6539\u5584\u3055\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_Strategies_for_Adopting_Vector_Databases_in_Your_Enterprise\"><\/span>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f01\u696d\u306b\u5c0e\u5165\u3059\u308b\u305f\u3081\u306e10\u306e\u6226\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4eca\u9031\u306f\u3001\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f01\u696d\u3067\u63a1\u7528\u3059\u308b\u305f\u3081\u306e10\u306e\u6226\u7565\u3082\u7d39\u4ecb\u3057\u305f\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u30d3\u30b8\u30cd\u30b9\u76ee\u6a19\u306b\u5408\u308f\u305b\u308b\uff1a<\/strong> \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u4eab\u53d7\u3057\u3001\u5177\u4f53\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u7279\u5b9a\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30cb\u30fc\u30ba\u3092\u8a55\u4fa1\u3059\u308b\uff1a<\/strong> \u6700\u9069\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u91cf\u3001\u4e88\u6e2c\u3055\u308c\u308b\u5897\u52a0\u3001\u304a\u3088\u3073\u30af\u30a8\u30ea\u30fc\u30fb\u30d1\u30bf\u30fc\u30f3\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3068\u4e92\u63db\u6027\u306e\u78ba\u4fdd\uff1a<\/strong> 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href=\"https:\/\/meetings.hubspot.com\/gregg15\/15-min-about-enterprise-ai?utm_source=hs_email&utm_medium=email\">\u4f01\u696d\u5411\u3051AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u7acb\u3061\u4e0a\u3052\u306b\u304a\u56f0\u308a\u3067\u3059\u304b\uff1f\u5f53\u793e\u306eAI\u30ef\u30fc\u30af\u30d5\u30a9\u30fc\u30b9\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u72ec\u81ea\u306eAI\u52b4\u50cd\u8005\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u304a\u8003\u3048\u3067\u3059\u304b\uff1f\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/a><\/p>\n\n\n<p>\u30d9\u30f3\u30c1\u30e3\u30fc\u30ad\u30e3\u30d4\u30bf\u30eb\u3084\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30a8\u30af\u30a4\u30c6\u30a3\u304c\u652f\u63f4\u3059\u308b\u4ee5\u4e0b\u306e\u696d\u754c\u306e\u4f01\u696d\u5411\u3051\u306b\u3001\u30ab\u30b9\u30bf\u30e0AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\uff1a\u533b\u7642\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30cb\u30e5\u30fc\u30b9\/\u30b3\u30f3\u30c6\u30f3\u30c4\u30a2\u30b0\u30ea\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u6620\u753b\/\u5199\u771f\u5236\u4f5c\u3001\u6559\u80b2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30ea\u30fc\u30ac\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30d5\u30a3\u30f3\u30c6\u30c3\u30af\uff06\u6697\u53f7\u901a\u8ca8\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Stat\/Fact of the Week: Over the next three years, 45.9% of enterprises aim to prioritize scaling AI and ML applications. In the upcoming fiscal year, 56.8% anticipate a double-digit revenue increase from their AI\/ML investments, while another 37% expect single-digit growth. As LLMs become more sophisticated and demanding, enterprises face the challenge of efficiently storing and retrieving the vast amounts of data required to train and operate these models. Enter vector databases \u2013 the key to unlocking the full potential of LLMs in enterprise AI applications. In this week&#8217;s edition of AI&amp;YOU, we are highlighting insights from three blogs we published: How Your Enterprise Should Be Using Vector Databases for [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":10764,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,67,109],"tags":[],"class_list":["post-10759","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-ml-nlp","category-newsletter"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How your enterprise should be using vector databases for its LLM apps - AI&amp;YOU #54 - Skim AI<\/title>\n<meta name=\"description\" content=\"Unlock the potential of vector databases for LLM applications in your enterprise. 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