{"id":10574,"date":"2024-05-10T08:44:13","date_gmt":"2024-05-10T13:44:13","guid":{"rendered":"http:\/\/skimai.com\/?p=10574"},"modified":"2024-06-09T19:35:18","modified_gmt":"2024-06-10T00:35:18","slug":"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","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/","title":{"rendered":"2024\u5e74\u3001\u4f01\u696d\u306fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u3069\u3046\u4f7f\u3046\u3079\u304d\u304b\uff1f"},"content":{"rendered":"<p>\u8fd1\u5e74\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5c55\u671b\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u5f37\u529b\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u751f\u6210\u3001\u7406\u89e3\u306b\u304a\u3044\u3066\u76ee\u899a\u307e\u3057\u3044\u80fd\u529b\u3092\u767a\u63ee\u3057\u3001\u696d\u754c\u3092\u554f\u308f\u305a\u30d3\u30b8\u30cd\u30b9\u306e\u53ef\u80fd\u6027\u3092\u5e83\u3052\u3066\u3044\u308b\u3002\u3057\u304b\u3057\u3001LLM\u304c\u3088\u308a\u6d17\u7df4\u3055\u308c\u3001\u8981\u6c42\u304c\u53b3\u3057\u304f\u306a\u308b\u306b\u3064\u308c\u3066\u3001\u4f01\u696d\u306f\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u3068\u904b\u7528\u306b\u5fc5\u8981\u306a\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u4fdd\u5b58\u30fb\u691c\u7d22\u3059\u308b\u3068\u3044\u3046\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001LLM\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u9375\u3067\u3059\u3002 <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<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Understanding_Vector_Databases\" >\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7406\u89e3\u3059\u308b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#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-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#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><\/ul><\/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-database-for-its-llm-applications-in-2024\/#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><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#The_role_of_data_in_training_and_fine-tuning_LLMs\" >LLM\u306e\u8a13\u7df4\u3068\u5fae\u8abf\u6574\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u5f79\u5272<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#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-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#How_vector_databases_overcome_these_challenges\" >\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<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Real-world_examples_of_LLMs_leveraging_vector_databases\" >\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u305fLLM\u306e\u5b9f\u4f8b<\/a><\/li><\/ul><\/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-database-for-its-llm-applications-in-2024\/#Identifying_use_cases_for_vector_databases_in_your_LLM_applications\" >LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4f7f\u7528\u4f8b\u3092\u7279\u5b9a\u3059\u308b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Choosing_the_right_vector_database_for_your_needs\" >\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-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#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><\/ul><\/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-database-for-its-llm-applications-in-2024\/#The_Future_of_Vector_Databases_in_Enterprise_AI\" >\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u672a\u6765<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understanding_Vector_Databases\"><\/span>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7406\u89e3\u3059\u308b<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\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u3084\u753b\u50cf\u306a\u3069\u306e\u5404\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306f\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u306b\u5909\u63db\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u306a\u610f\u5473\u3092\u6349\u3048\u308b\u9ad8\u5bc6\u5ea6\u3067\u56fa\u5b9a\u9577\u306e\u6570\u5024\u8868\u73fe\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h3 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><\/h3>\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<h3 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><\/h3>\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\u3068\u6587\u8108\u306b\u57fa\u3065\u3044\u3066\u60c5\u5831\u3092\u691c\u7d22\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u9069\u5207\u3067\u6b63\u78ba\u306a\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\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\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001LLM\u306e\u8a13\u7df4\u3084\u904b\u7528\u306b\u5fc5\u8981\u306a\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u6700\u9069\u3067\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\u3042\u3063\u3066\u3082\u9ad8\u901f\u306a\u30af\u30a8\u30ea\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u3053\u308c\u306f\u3001\u95a2\u9023\u60c5\u5831\u3078\u306e\u8fc5\u901f\u306a\u30a2\u30af\u30bb\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\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<p>LLM\u306e\u30d1\u30ef\u30fc\u3092AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u691c\u7d22\u306b\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u3044\u308b\u3002 <\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/chroma-diagram.png\" alt=\"\u30af\u30ed\u30de\u30fb\u30d9\u30af\u30bf\u30fc\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" \/>\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<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_role_of_data_in_training_and_fine-tuning_LLMs\"><\/span>LLM\u306e\u8a13\u7df4\u3068\u5fae\u8abf\u6574\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u5f79\u5272<span class=\"ez-toc-section-end\"><\/span><\/h3>\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<h3 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><\/h3>\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<h3 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><\/h3>\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> \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5927\u91cf\u306e\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u6271\u3046\u305f\u3081\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b\u3002\u8907\u6570\u306e\u30de\u30b7\u30f3\u306b\u307e\u305f\u304c\u3063\u3066\u6c34\u5e73\u65b9\u5411\u306b\u62e1\u5f35\u3067\u304d\u308b\u305f\u3081\u3001LLM\u304c\u5fc5\u8981\u3068\u3059\u308b\u4f55\u5341\u5104\u3082\u306e\u30d9\u30af\u30c8\u30eb\u57cb\u3081\u8fbc\u307f\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p><\/li>\n<\/ol>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Real-world_examples_of_LLMs_leveraging_vector_databases\"><\/span>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u305fLLM\u306e\u5b9f\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u3044\u304f\u3064\u304b\u306e\u8457\u540d\u306a\u4f01\u696d\u5411\u3051AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001LLM\u3068\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u7d71\u5408\u306b\u6210\u529f\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>OpenAI\u306eGPT-4\u3068Anthropic\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff1a<\/strong> OpenAI\u3068Anthropic\u306f\u3001\u6700\u5148\u7aef\u306eLLM\u3092\u652f\u3048\u308b\u81a8\u5927\u306a\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u4fdd\u5b58\u30fb\u691c\u7d22\u3059\u308b\u305f\u3081\u306b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u3088\u308a\u6587\u8108\u306b\u5373\u3057\u305f\u6b63\u78ba\u306a\u8a00\u8a9e\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\u3002<\/p><\/li><li><p><strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b5\u30fc\u30c1\u3068\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\uff1a<\/strong> \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u3084\u30b0\u30fc\u30b0\u30eb\u306e\u3088\u3046\u306a\u4f01\u696d\u306f\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f01\u696d\u5185\u691c\u7d22\u3084\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u5f37\u5316\u306b\u5229\u7528\u3057\u3066\u304a\u308a\u3001\u5f93\u696d\u54e1\u306f\u81ea\u7136\u8a00\u8a9e\u30af\u30a8\u30ea\u3092\u4f7f\u3063\u3066\u95a2\u9023\u60c5\u5831\u3092\u7d20\u65e9\u304f\u7c21\u5358\u306b\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p><\/li><li><p><strong>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3068\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff1a<\/strong> \u4f01\u696d\u306f\u3001\u9867\u5ba2\u30c7\u30fc\u30bf\u3001\u88fd\u54c1\u60c5\u5831\u3001\u4f1a\u8a71\u5c65\u6b74\u3092\u4fdd\u5b58\u30fb\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u63a1\u7528\u3057\u3001LLM\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u3002<\/p><\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Identifying_use_cases_for_vector_databases_in_your_LLM_applications\"><\/span>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4f7f\u7528\u4f8b\u3092\u7279\u5b9a\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5b9f\u88c5\u3059\u308b\u524d\u306b\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u3082\u4fa1\u5024\u3092\u63d0\u4f9b\u3067\u304d\u308b\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002\u610f\u5473\u691c\u7d22\u3068\u60c5\u5831\u691c\u7d22\u306f\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u5f97\u610f\u3068\u3059\u308b\u5206\u91ce\u306e1\u3064\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u81ea\u7136\u8a00\u8a9e\u30af\u30a8\u30ea\u3092\u4f7f\u3063\u3066\u95a2\u9023\u60c5\u5831\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6587\u66f8\u3001\u753b\u50cf\u3001\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306f\u6700\u3082\u610f\u5473\u7684\u306b\u985e\u4f3c\u3057\u305f\u7d50\u679c\u3092\u691c\u7d22\u3057\u3001\u691c\u7d22\u51fa\u529b\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LLM\u306f\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\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u4e2d\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\u53d6\u5f97\u3057\u3001\u751f\u6210\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u8cab\u6027\u3068\u4e8b\u5b9f\u306e\u6b63\u78ba\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3084\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3082\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u5927\u304d\u306a\u6069\u6075\u3092\u53d7\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u55dc\u597d\u3001\u884c\u52d5\u3001\u30a2\u30a4\u30c6\u30e0\u306e\u7279\u5fb4\u3092\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306f\u9ad8\u5ea6\u306b\u30bf\u30fc\u30b2\u30c3\u30c8\u5316\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u63d0\u6848\u3001\u30e6\u30fc\u30b6\u30fc\u56fa\u6709\u306e\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u30a2\u30a4\u30c6\u30e0\u306e\u30d9\u30af\u30c8\u30eb\u9593\u306e\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3067\u9054\u6210\u3055\u308c\u308b\u3002<\/p>\n\n\n<p>\u6700\u5f8c\u306b\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u6574\u7406\u306b\u3082\u5229\u7528\u3067\u304d\u308b\u3002\u4f01\u696d\u306f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u3066\u3001\u6587\u66f8\u3001\u30ec\u30dd\u30fc\u30c8\u3001\u30de\u30eb\u30c1\u30e1\u30c7\u30a3\u30a2\u30b3\u30f3\u30c6\u30f3\u30c4\u306a\u3069\u306e\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6574\u7406\u30fb\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u4f3c\u305f\u3088\u3046\u306a\u30d9\u30af\u30c8\u30eb\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u81ea\u52d5\u7684\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5206\u985e\u3057\u3001\u30bf\u30b0\u4ed8\u3051\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u767a\u898b\u3084\u30ca\u30d3\u30b2\u30fc\u30c8\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<h3 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><\/h3>\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\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\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\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\u304c\u3042\u308a\u307e\u3059\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\u304c\u63d0\u4f9b\u3059\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\u304c\u53ef\u80fd\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u3088\u308a\u9ad8\u3044\u30b3\u30b9\u30c8\u3068\u30d9\u30f3\u30c0\u30fc\u30ed\u30c3\u30af\u30a4\u30f3\u306e\u30ea\u30b9\u30af\u3092\u4f34\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n<p>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u3001\u30d9\u30af\u30bf\u30fc\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\u304b\u3089\u3001\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30eb\u3092\u51e6\u7406\u3059\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u80fd\u529b\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u6570\u767e\u4e07\u304b\u3089\u6570\u5341\u5104\u306e\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63a2\u3057\u307e\u3057\u3087\u3046\u3002\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\u3059\u308b\u3002\u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6c34\u5e73\u65b9\u5411\u304a\u3088\u3073\u5782\u76f4\u65b9\u5411\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8a55\u4fa1\u3057\u3001\u30c7\u30fc\u30bf\u3084\u30e6\u30fc\u30b6\u30fc\u30d9\u30fc\u30b9\u3068\u3068\u3082\u306b\u6210\u9577\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n<p>\u7d71\u5408\u306e\u3057\u3084\u3059\u3055\u3082\u91cd\u8981\u306a\u691c\u8a0e\u4e8b\u9805\u3067\u3059\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u65e2\u5b58\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30b9\u30bf\u30c3\u30af\u3068\u3069\u306e\u7a0b\u5ea6\u7d71\u5408\u3067\u304d\u308b\u304b\u3092\u8abf\u3079\u307e\u3059\u3001 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ae%e5%8f%af%e8%83%bd%e6%80%a7%e3%82%92%e6%9c%80%e5%a4%a7%e9%99%90%e3%81%ab%e5%bc%95%e3%81%8d%e5%87%ba%e3%81%99-llms%e3%81%a8%e4%bc%81%e6%a5%ad%e3%83%87\/\">LLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u542b\u3080<\/a>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u304a\u3088\u3073\u30c0\u30a6\u30f3\u30b9\u30c8\u30ea\u30fc\u30e0\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7d71\u5408\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u7528\u306eAPI\u3001SDK\u3001\u30b3\u30cd\u30af\u30bf\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u30c1\u30fc\u30e0\u306e\u7d71\u5408\u3084\u4fdd\u5b88\u3092\u5bb9\u6613\u306b\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u63a2\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n<p>\u6700\u5f8c\u306b\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\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u512a\u5148\u3057\u307e\u3057\u3087\u3046\u3002\u5f37\u529b\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u3042\u308c\u3070\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\u307e\u3059\u3002\u8c4a\u5bcc\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u958b\u767a\u3092\u52a0\u901f\u3057\u3001\u8ffd\u52a0\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u4ed6\u306e\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u3092\u5bb9\u6613\u306b\u3057\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\/86b276fb-4360-46b8-85d7-adcd8ea6a2df.png\" alt=\"\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\" \/>\n<\/figure>\n\n\n<h3 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 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class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/0d4d8ec6-3172-4e0c-b97d-e5d811d03fa0.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=\"The_Future_of_Vector_Databases_in_Enterprise_AI\"><\/span>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u672a\u6765<span 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recent years, large language models (LLMs) have revolutionized the landscape of enterprise AI applications. These powerful machine learning models have demonstrated remarkable abilities in natural language processing, generation, and understanding, opening up a world of possibilities for businesses across industries. However, 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. Understanding Vector Databases Vector databases are specialized databases designed to store and manage high-dimensional vector data. Unlike traditional databases that store data as [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":10750,"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":[125,100,67],"tags":[],"class_list":["post-10574","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-ml-nlp"],"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 applications in 2024 - Skim AI<\/title>\n<meta name=\"description\" content=\"Explore how vector databases revolutionize enterprise AI by supporting scalable applications, and enhancing data management for Large Language Models (LLMs).\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/2024\u5e74\u3001\u4f01\u696d\u306f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092lm\u30a2\u30d7\u30ea\u30b1\u30fc\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How your enterprise should be using vector databases for its LLM applications in 2024 - 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