{"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%eb%85%84-%ea%b8%b0%ec%97%85%ec%9d%b4-llm-%ec%95%a0%ed%94%8c%eb%a6%ac%ec%bc%80%ec%9d%b4%ec%85%98%ec%9d%84-%ec%9c%84%ed%95%b4-%eb%b2%a1%ed%84%b0-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%b2%a0%ec%9d%b4","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/","title":{"rendered":"2024\ub144\uc5d0 \uae30\uc5c5\uc774 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc740 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud658\uacbd\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \uc774 \uac15\ub825\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc0dd\uc131, \uc774\ud574\uc5d0 \uc788\uc5b4 \ub180\ub77c\uc6b4 \ub2a5\ub825\uc744 \ubcf4\uc5ec\uc8fc\uba70 \uc0b0\uc5c5 \uc804\ubc18\uc758 \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 LLM\uc774 \ub354\uc6b1 \uc815\uad50\ud574\uc9c0\uace0 \uc694\uad6c \uc0ac\ud56d\uc774 \ub9ce\uc544\uc9c0\uba74\uc11c \uae30\uc5c5\ub4e4\uc740 \uc774\ub7ec\ud55c \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uace0 \uc6b4\uc601\ud558\ub294 \ub370 \ud544\uc694\ud55c \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud574\uc57c \ud558\ub294 \uacfc\uc81c\uc5d0 \uc9c1\uba74\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ub3c4\uc785\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ea%b8%b0%ec%97%85%ec%9d%b4-llm%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%b4%ec%95%bc-%ed%95%98%eb%8a%94-5%ea%b0%80%ec%a7%80-%ec%9d%b4%ec%9c%a0\/\">\uae30\uc5c5 \ub0b4 LLM<\/a> AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158.<\/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\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Understanding_Vector_Databases\" >\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc774\ud574<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#How_vector_databases_work\" >\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Advantages_of_using_vector_databases_for_LLM_applications\" >LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud560 \ub54c\uc758 \uc774\uc810<\/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\/ko\/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\uacfc \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4: \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\ub97c \uc704\ud55c \uc644\ubcbd\ud55c \uc870\ud569<\/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\/ko\/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\uc744 \ud559\uc2b5\ud558\uace0 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \ub370 \uc788\uc5b4 \ub370\uc774\ud130\uc758 \uc5ed\ud560<\/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\/ko\/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 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uac80\uc0c9\uc5d0 \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud560 \ub54c\uc758 \ubb38\uc81c\uc810<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#How_vector_databases_overcome_these_challenges\" >\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uadf9\ubcf5\ud558\ub294 \ubc29\ubc95<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Real-world_examples_of_LLMs_leveraging_vector_databases\" >\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud65c\uc6a9\ud55c LLM\uc758 \uc2e4\uc81c \uc0ac\ub840<\/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\/ko\/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 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc0ac\uc6a9 \uc0ac\ub840 \ud30c\uc545\ud558\uae30<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Choosing_the_right_vector_database_for_your_needs\" >\ud544\uc694\uc5d0 \ub9de\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc120\ud0dd<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#Best_practices_for_integrating_vector_databases_with_your_LLM_applications\" >\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \ud1b5\ud569\ud558\uae30 \uc704\ud55c \ubaa8\ubc94 \uc0ac\ub840<\/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\/ko\/how-your-enterprise-should-be-using-vector-database-for-its-llm-applications-in-2024\/#The_Future_of_Vector_Databases_in_Enterprise_AI\" >\uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ubbf8\ub798<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understanding_Vector_Databases\"><\/span>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc774\ud574<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uace0\ucc28\uc6d0 \ubca1\ud130 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uad00\ub9ac\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub41c \ud2b9\uc218 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \ud589\uacfc \uc5f4\ub85c \uc800\uc7a5\ud558\ub294 \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ub2ec\ub9ac, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub370\uc774\ud130\ub97c \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uc22b\uc790 \ubca1\ud130\ub85c \ud45c\ud604\ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ubb38\uc11c\ub098 \uc774\ubbf8\uc9c0\uc640 \uac19\uc740 \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub294 \ub370\uc774\ud130\uc758 \uc758\ubbf8\uc801 \uc758\ubbf8\ub97c \ud3ec\ucc29\ud558\ub294 \uc870\ubc00\ud558\uace0 \uace0\uc815\ub41c \uae38\uc774\uc758 \uc22b\uc790 \ud45c\ud604\uc778 \ubca1\ud130 \uc784\ubca0\ub529\uc73c\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_vector_databases_work\"><\/span>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc791\ub3d9 \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud575\uc2ec\uc5d0\ub294 \ubca1\ud130 \uc784\ubca0\ub529\uacfc \ubca1\ud130 \uacf5\uac04\uc774\ub77c\ub294 \uac1c\ub150\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ubca1\ud130 \uc784\ubca0\ub529\uc740 \ub370\uc774\ud130 \uc694\uc18c\ub97c \uace0\ucc28\uc6d0 \ubca1\ud130 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud558\ub294 word2vec \ub610\ub294 BERT\uc640 \uac19\uc740 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0dd\uc131\ub429\ub2c8\ub2e4. \uc774 \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uc720\uc0ac\ud55c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub294 \uc11c\ub85c \uac00\uae4c\uc6b4 \ubca1\ud130\ub85c \ud45c\ud604\ub418\uace0, \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub294 \ub354 \uba40\ub9ac \ub5a8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uba74 \ud6a8\uc728\uc801\uc778 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uacfc \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \uac80\uc0c9 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucffc\ub9ac \ubca1\ud130\uac00 \uc81c\uacf5\ub418\uba74 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4\ub098 \uc720\ud074\ub9ac\ub4dc \uac70\ub9ac\uc640 \uac19\uc740 \uac70\ub9ac \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud574 \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uac00\uc7a5 \uc720\uc0ac\ud55c \ubca1\ud130\ub97c \ube60\ub974\uac8c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc815\ud655\ud55c \ud0a4\uc6cc\ub4dc \uc77c\uce58\uac00 \uc544\ub2cc \uc758\ubbf8\ub860\uc801 \uc720\uc0ac\uc131\uc744 \uae30\ubc18\uc73c\ub85c \uad00\ub828 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud560 \ub54c\uc758 \uc774\uc810<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc9c0\uc6d0\ud560 \ub54c \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \ube44\ud574 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\uc2dc\ub9e8\ud2f1 \uac80\uc0c9: <\/strong>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc2dc\ub9e8\ud2f1 \uac80\uc0c9\uc744 \uc9c0\uc6d0\ud558\ubbc0\ub85c LLM\uc774 \uc815\ud655\ud55c \ud0a4\uc6cc\ub4dc \uc77c\uce58\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0 \ucffc\ub9ac\uc758 \uc758\ubbf8\uc640 \ub9e5\ub77d\uc5d0 \ub530\ub77c \uc815\ubcf4\ub97c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ubcf4\ub2e4 \uad00\ub828\uc131 \uc788\uace0 \uc815\ud655\ud55c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud655\uc7a5\uc131: <\/strong>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub300\uaddc\ubaa8 \ubca1\ud130 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc218\ubc31\ub9cc \ub610\ub294 \uc218\uc2ed\uc5b5 \uac1c\uc758 \uace0\ucc28\uc6d0 \ubca1\ud130\ub97c \uc800\uc7a5\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c LLM\uc744 \ud559\uc2b5\ud558\uace0 \uc6b4\uc601\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ucffc\ub9ac \uc2dc\uac04 \ub2e8\ucd95:<\/strong> \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 \ud2b9\uc218 \uc778\ub371\uc2f1 \ubc0f \uac80\uc0c9 \uc54c\uace0\ub9ac\uc998\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c\ub3c4 \ub9e4\uc6b0 \ube60\ub978 \ucffc\ub9ac \uc2dc\uac04\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub294 \uad00\ub828 \uc815\ubcf4\uc5d0 \ube60\ub974\uac8c \uc561\uc138\uc2a4\ud574\uc57c \ud558\ub294 \uc2e4\uc2dc\uac04 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc815\ud655\ub3c4 \ud5a5\uc0c1:<\/strong> \ubca1\ud130 \uc784\ubca0\ub529\uc5d0\uc11c \ucea1\ucc98\ud55c \uc2dc\ub9e8\ud2f1 \uc815\ubcf4\ub97c \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 LLM\uc774 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0 \ub300\ud574 \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \ub9e5\ub77d\uc5d0 \ub9de\ub294 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p>\uae30\uc5c5\uc774 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c LLM\uc758 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ud65c\uc6a9\ud558\uace0\uc790 \ud560 \ub54c, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uac80\uc0c9\uc744 \uc704\ud55c \ud544\uc218 \ub3c4\uad6c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/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=\"\ud06c\ub85c\ub9c8 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\" \/>\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\uacfc \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4: \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\ub97c \uc704\ud55c \uc644\ubcbd\ud55c \uc870\ud569<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\uc758 \uc131\uacf5 \uc5ec\ubd80\ub294 \ud559\uc2b5\ud558\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \uc811\uadfc\uc131\uc5d0 \ud06c\uac8c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \ubc14\ub85c \uc774 \uc810\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 LLM\uc5d0 \ud544\uc694\ud55c \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/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\uc744 \ud559\uc2b5\ud558\uace0 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \ub370 \uc788\uc5b4 \ub370\uc774\ud130\uc758 \uc5ed\ud560<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>LLM\uc740 \uc218\uc2ed\uc5b5 \uac1c\uc758 \ub2e8\uc5b4\uac00 \ud3ec\ud568\ub41c \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ud559\uc2b5\ud558\uc5ec \uc5b8\uc5b4\uc758 \ubcf5\uc7a1\uc131\uc744 \ud559\uc2b5\ud558\uace0 \ubb38\ub9e5\uacfc \uc758\ubbf8\ub97c \uae4a\uc774 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5\uc774 \uc644\ub8cc\ub418\uba74 LLM\uc740 \ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840\uc640 \uc0b0\uc5c5\uc5d0 \ub9de\uac8c \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130\ub97c \ubbf8\uc138 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \uad00\ub828\uc131\uc740 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c LLM\uc758 \uc131\ub2a5\uacfc \uc815\ud655\ub3c4\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/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 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uac80\uc0c9\uc5d0 \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud560 \ub54c\uc758 \ubb38\uc81c\uc810<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 LLM\uc5d0 \ud544\uc694\ud55c \ube44\uc815\ud615 \ubc0f \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ubb38\uc81c\ub85c \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\ud655\uc7a5\uc131:<\/strong> \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud560 \ub54c \uc131\ub2a5 \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uae30 \ub54c\ubb38\uc5d0 LLM \ud559\uc2b5 \ubc0f \uc6b4\uc601\uc5d0 \ud544\uc694\ud55c \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud558\uae30\uac00 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ube44\ud6a8\uc728\uc801\uc778 \uac80\uc0c9<\/strong>: \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud0a4\uc6cc\ub4dc \uae30\ubc18 \uac80\uc0c9\uc740 \ub370\uc774\ud130\uc758 \uc758\ubbf8\ub860\uc801 \uc758\ubbf8\uc640 \ub9e5\ub77d\uc744 \ud3ec\ucc29\ud558\uc9c0 \ubabb\ud558\uc5ec LLM\uc774 \ucffc\ub9ac\ud560 \ub54c \uad00\ub828\uc131\uc774 \uc5c6\uac70\ub098 \ubd88\uc644\uc804\ud55c \uacb0\uacfc\ub97c \ucd08\ub798\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc720\uc5f0\uc131 \ubd80\uc871:<\/strong> \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uacbd\uc9c1\ub41c \uc2a4\ud0a4\ub9c8\ub294 LLM\uacfc \uad00\ub828\ub41c \ub2e4\uc591\ud558\uace0 \uc9c4\ud654\ud558\ub294 \ub370\uc774\ud130 \uc720\ud615\uacfc \uad6c\uc870\ub97c \uc218\uc6a9\ud558\uae30 \uc5b4\ub835\uac8c \ub9cc\ub4ed\ub2c8\ub2e4.<\/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>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uadf9\ubcf5\ud558\ub294 \ubc29\ubc95<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 LLM\uc744 \uc9c0\uc6d0\ud560 \ub54c \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud55c\uacc4\ub97c \ud574\uacb0\ud558\ub3c4\ub85d \ud2b9\ubcc4\ud788 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\ucee8\ud14d\uc2a4\ud2b8 \uc778\uc2dd \ub370\uc774\ud130 \uac80\uc0c9\uc744 \uc704\ud55c \ud6a8\uc728\uc801\uc778 \uc720\uc0ac\ub3c4 \uac80\uc0c9:<\/strong> \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub370\uc774\ud130\ub97c \uace0\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c \ubca1\ud130\ub85c \ud45c\ud604\ud568\uc73c\ub85c\uc368 \ube60\ub974\uace0 \uc815\ud655\ud55c \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. LLM\uc740 \ucffc\ub9ac\uc758 \uc758\ubbf8\ub860\uc801 \uc758\ubbf8\ub97c \uae30\ubc18\uc73c\ub85c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud560 \uc218 \uc788\uc5b4 \ubcf4\ub2e4 \ub9e5\ub77d\uc5d0 \uc801\ud569\ud55c \uc751\ub2f5\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc9d1\ud569\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ud655\uc7a5\uc131:<\/strong> \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubc29\ub300\ud55c \uc591\uc758 \ubca1\ud130 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uad6c\ucd95\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uba38\uc2e0\uc5d0 \uac78\uccd0 \uc218\ud3c9\uc801\uc73c\ub85c \ud655\uc7a5\ud560 \uc218 \uc788\uc5b4 LLM\uc5d0 \ud544\uc694\ud55c \uc218\uc2ed\uc5b5 \uac1c\uc758 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc800\uc7a5\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud65c\uc6a9\ud55c LLM\uc758 \uc2e4\uc81c \uc0ac\ub840<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uba87\uba87 \uc8fc\ubaa9\ud560 \ub9cc\ud55c \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 LLM\uacfc \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc131\uacf5\uc801\uc73c\ub85c \ud1b5\ud569\ud558\uc5ec \uc131\ub2a5\uacfc \ud6a8\uc728\uc131\uc744 \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>OpenAI\uc758 GPT-4 \ubc0f Anthropic\uc758 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4:<\/strong> OpenAI\uc640 Anthropic\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\ucca8\ub2e8 LLM\uc744 \uad6c\ub3d9\ud558\ub294 \ubc29\ub300\ud55c \uc9c0\uc2dd \uae30\ubc18\uc744 \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud558\uc5ec \ubcf4\ub2e4 \ub9e5\ub77d\uc5d0 \uc801\ud569\ud558\uace0 \uc815\ud655\ud55c \uc5b8\uc5b4 \uc0dd\uc131\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc5d4\ud130\ud504\ub77c\uc774\uc988 \uac80\uc0c9 \ubc0f \uc9c0\uc2dd \uad00\ub9ac:<\/strong> Microsoft\uc640 Google \uac19\uc740 \uae30\uc5c5\uc5d0\uc11c\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uac80\uc0c9 \ubc0f \uc9c0\uc2dd \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc744 \uac1c\uc120\ud568\uc73c\ub85c\uc368 \uc9c1\uc6d0\ub4e4\uc774 \uc790\uc5f0\uc5b4 \ucffc\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad00\ub828 \uc815\ubcf4\ub97c \ube60\ub974\uace0 \uc27d\uac8c \ucc3e\uc744 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uace0\uac1d \uc9c0\uc6d0 \ubc0f \ucc57\ubd07:<\/strong> \uae30\uc5c5\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uace0\uac1d \ub370\uc774\ud130, \uc81c\ud488 \uc815\ubcf4, \ub300\ud654 \ub0b4\uc5ed\uc744 \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud568\uc73c\ub85c\uc368 LLM \uae30\ubc18 \ucc57\ubd07\uc774 \ubcf4\ub2e4 \uac1c\uc778\ud654\ub418\uace0 \ud6a8\uc728\uc801\uc778 \uace0\uac1d \uc9c0\uc6d0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc0ac\uc6a9 \uc0ac\ub840 \ud30c\uc545\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uad6c\ud604\ud558\uae30 \uc804\uc5d0 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uac00\uc7a5 \ud070 \uac00\uce58\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 \uad6c\uccb4\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \ud30c\uc545\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc2dc\ub9e8\ud2f1 \uac80\uc0c9 \ubc0f \uc815\ubcf4 \uac80\uc0c9\uc740 \uc0ac\uc6a9\uc790\uac00 \uc790\uc5f0\uc5b4 \ucffc\ub9ac\ub97c \uc0ac\uc6a9\ud574 \uad00\ub828 \uc815\ubcf4\ub97c \ucc3e\uc744 \uc218 \uc788\ub3c4\ub85d \ud574\uc8fc\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \ud0c1\uc6d4\ud55c \uc601\uc5ed \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. LLM\uc740 \ubb38\uc11c, \uc774\ubbf8\uc9c0 \ubc0f \uae30\ud0c0 \ub370\uc774\ud130\ub97c \ubca1\ud130\ub85c \ud45c\ud604\ud568\uc73c\ub85c\uc368 \uc758\ubbf8\ub860\uc801\uc73c\ub85c \uac00\uc7a5 \uc720\uc0ac\ud55c \uacb0\uacfc\ub97c \uac80\uc0c9\ud558\uc5ec \uac80\uc0c9 \uacb0\uacfc\uc758 \uc815\ud655\ub3c4\uc640 \uad00\ub828\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub610 \ub2e4\ub978 \uc8fc\uc694 \uc0ac\uc6a9 \uc0ac\ub840\ub294 \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131\uc73c\ub85c, LLM\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ud1b5\ud569\ud558\uc5ec \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \ubb38\ub9e5\uc5d0 \ub9de\ub294 \uc751\ub2f5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0dd\uc131 \uacfc\uc815\uc5d0\uc11c LLM\uc740 \uc785\ub825 \ucffc\ub9ac\ub97c \uae30\ubc18\uc73c\ub85c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uad00\ub828 \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uc5ec \uc0dd\uc131\ub41c \ud14d\uc2a4\ud2b8\uc758 \uc77c\uad00\uc131\uacfc \uc0ac\uc2e4 \uc815\ud655\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uac1c\uc778\ud654 \ubc0f \ucd94\ucc9c \uc2dc\uc2a4\ud15c\ub3c4 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud1b5\ud574 \ud070 \uc774\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc120\ud638\ub3c4, \ud589\ub3d9 \ubc0f \ud56d\ubaa9\uc758 \ud2b9\uc9d5\uc744 \ubca1\ud130\ub85c \ud45c\ud604\ud568\uc73c\ub85c\uc368 LLM\uc740 \uace0\ub3c4\ub85c \ud0c0\uac9f\ud305\ub41c \ucd94\ucc9c, \ucf58\ud150\uce20 \uc81c\uc548 \ubc0f \uc0ac\uc6a9\uc790\ubcc4 \uacb0\uacfc\ubb3c\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc6a9\uc790\uc640 \uc544\uc774\ud15c \ubca1\ud130 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \uacc4\uc0b0\ud558\uc5ec \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc9c0\uc2dd \uad00\ub9ac \ubc0f \ucf58\ud150\uce20 \uad6c\uc131\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\uc5d0\uc11c\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \ubb38\uc11c, \ubcf4\uace0\uc11c, \uba40\ud2f0\ubbf8\ub514\uc5b4 \ucf58\ud150\uce20\uc640 \uac19\uc740 \ub300\ub7c9\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc720\uc0ac\ud55c \ubca1\ud130\ub97c \ud568\uaed8 \ud074\ub7ec\uc2a4\ud130\ub9c1\ud568\uc73c\ub85c\uc368 \ucf58\ud150\uce20\ub97c \uc790\ub3d9\uc73c\ub85c \ubd84\ub958\ud558\uace0 \ud0dc\uadf8\ub97c \uc9c0\uc815\ud558\uc5ec \uac80\uc0c9\uacfc \ud0d0\uc0c9\uc744 \ub354 \uc27d\uac8c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Choosing_the_right_vector_database_for_your_needs\"><\/span>\ud544\uc694\uc5d0 \ub9de\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc120\ud0dd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uc801\uc808\ud55c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc740 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc131\uacf5\uc744 \uc704\ud574 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc194\ub8e8\uc158\uc744 \ud3c9\uac00\ud560 \ub54c\ub294 \uc624\ud508 \uc18c\uc2a4 \uc635\uc158\uacfc \ub3c5\uc810 \uc635\uc158 \uac04\uc758 \uc7a5\ub2e8\uc810\uc744 \uace0\ub824\ud558\uc138\uc694. \uc624\ud508 \uc18c\uc2a4 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc720\uc5f0\uc131, \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5, \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c \ud65c\ubc1c\ud55c \ucee4\ubba4\ub2c8\ud2f0, \uc815\uae30\uc801\uc778 \uc5c5\ub370\uc774\ud2b8, \uad11\ubc94\uc704\ud55c \ubb38\uc11c\uac00 \uc81c\uacf5\ub429\ub2c8\ub2e4. \ubc18\uba74\uc5d0 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc774\ub098 \uc804\ubb38 \uacf5\uae09\uc5c5\uccb4\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub3c5\uc810 \uc194\ub8e8\uc158\uc740 \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4, \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 \uc9c0\uc6d0, \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc758 \ub2e4\ub978 \ub3c4\uad6c\uc640\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub354 \ub192\uc740 \ube44\uc6a9\uacfc \uacf5\uae09\uc5c5\uccb4 \uc885\uc18d \uc704\ud5d8\uc774 \ub530\ub97c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ud655\uc7a5\uc131\uacfc \uc131\ub2a5\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc120\ud0dd\ud560 \ub54c \ud3c9\uac00\ud574\uc57c \ud560 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc2a4\ud1a0\ub9ac\uc9c0 \uc6a9\ub7c9\uacfc \ucffc\ub9ac \uc131\ub2a5 \uce21\uba74\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uaddc\ubaa8\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ub2a5\ub825\uc744 \ud3c9\uac00\ud558\uc138\uc694. \uc218\ubc31\ub9cc \ub610\ub294 \uc218\uc2ed\uc5b5 \uac1c\uc758 \uace0\ucc28\uc6d0 \ubca1\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc194\ub8e8\uc158\uc744 \ucc3e\uc544\uc57c \ud569\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc720\uc0ac\ub3c4 \uac80\uc0c9 \uc18d\ub3c4\ub97c \ud06c\uac8c \ub192\uc77c \uc218 \uc788\ub294 \uadfc\uc0ac \uadfc\uc0ac \uc774\uc6c3(ANN) \uac80\uc0c9\uacfc \uac19\uc740 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc778\ub371\uc2f1 \ubc0f \uac80\uc0c9 \uc54c\uace0\ub9ac\uc998\uc744 \uace0\ub824\ud558\uc138\uc694. \ub610\ud55c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc218\ud3c9 \ubc0f \uc218\uc9c1 \ud655\uc7a5\uc131 \uc635\uc158\uc744 \ud3c9\uac00\ud558\uc5ec \ub370\uc774\ud130 \ubc0f \uc0ac\uc6a9\uc790 \uae30\ubc18\uacfc \ud568\uaed8 \ud655\uc7a5\ud560 \uc218 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694.<\/p>\n\n\n<p>\ud1b5\ud569\uc758 \uc6a9\uc774\uc131\uc740 \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uace0\ub824 \uc0ac\ud56d\uc785\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uae30\uc874 \uae30\uc220 \uc2a4\ud0dd\uacfc \uc5bc\ub9c8\ub098 \uc798 \ud1b5\ud569\ub418\ub294\uc9c0 \uc870\uc0ac\ud558\uc138\uc694, <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%9e%a0%ec%9e%ac%eb%a0%a5-%ea%b7%b9%eb%8c%80%ed%99%94%ed%95%98%ea%b8%b0-lms%ec%99%80-%ec%97%94%ed%84%b0%ed%94%84%eb%9d%bc%ec%9d%b4%ec%a6%88-%eb%8d%b0%ec%9d%b4\/\">LLM \ud504\ub808\uc784\uc6cc\ud06c \ud3ec\ud568<\/a>\ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \ubc0f \ub2e4\uc6b4\uc2a4\ud2b8\ub9bc \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc778\uae30 \uc788\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4 \ubc0f \ud504\ub808\uc784\uc6cc\ud06c\uc6a9 API, SDK, \ucee4\ub125\ud130\ub97c \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ucc3e\uc544 \uac1c\ubc1c\ud300\uc774 \uc27d\uac8c \ud1b5\ud569\ud558\uace0 \uc720\uc9c0 \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc138\uc694.<\/p>\n\n\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ud65c\ubc1c\ud55c \ucee4\ubba4\ub2c8\ud2f0, \uc885\ud569\uc801\uc778 \ubb38\uc11c, \uc2e0\uc18d\ud55c \uc9c0\uc6d0 \ucc44\ub110\uc744 \uac16\ucd98 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc6b0\uc120\uc21c\uc704\uc5d0 \ub450\uc138\uc694. \uac15\ub825\ud55c \ucee4\ubba4\ub2c8\ud2f0\ub294 \uc801\uc2dc\uc5d0 \ub3c4\uc6c0\ub9d0, \ubc84\uadf8 \uc218\uc815 \ubc0f \uae30\ub2a5 \uc5c5\ub370\uc774\ud2b8\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \ud48d\ubd80\ud55c \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc740 \uac1c\ubc1c\uc744 \uac00\uc18d\ud654\ud558\uace0, \ucd94\uac00 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \ub2e4\ub978 \uae30\uc5c5 \uc2dc\uc2a4\ud15c\uacfc\uc758 \ud1b5\ud569\uc744 \uc6a9\uc774\ud558\uac8c \ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ub3c4\uad6c, \ud50c\ub7ec\uadf8\uc778 \ubc0f \ud1b5\ud569 \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc744 \ud3c9\uac00\ud558\uc138\uc694.<\/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=\"\uc624\ud508 \uc18c\uc2a4 \ub300 \ub3c5\uc810 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\" \/>\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>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \ud1b5\ud569\ud558\uae30 \uc704\ud55c \ubaa8\ubc94 \uc0ac\ub840<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc6d0\ud65c\ud558\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uad6c\ud604\ud558\ub824\uba74 \uba87 \uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840\ub97c \ub530\ub77c\uc57c \ud569\ub2c8\ub2e4. \uba3c\uc800, \uac15\ub825\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \uac1c\ubc1c\ud558\uc5ec \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \ubca1\ud130 \uc784\ubca0\ub529 \uc0dd\uc131\uc5d0 \uc801\ud569\ud55c \ud615\uc2dd\uc73c\ub85c \uc815\ub9ac, \uc815\uaddc\ud654 \ubc0f \ubcc0\ud658\ud558\uc138\uc694. \ub2e4\uc591\ud55c \uc784\ubca0\ub529 \ubaa8\ub378\uacfc \uae30\ubc95\uc744 \uc2e4\ud5d8\ud558\uc5ec \ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840\uc640 \ub370\uc774\ud130 \uc720\ud615\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ucc3e\uc2b5\ub2c8\ub2e4. \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc0ac\uc804 \ud559\uc2b5\ub41c \uc784\ubca0\ub529 \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\uc5ec \uae30\uc5c5 \ucee8\ud14d\uc2a4\ud2b8 \ub0b4\uc5d0\uc11c \uace0\uc720\ud55c \uc758\ubbf8\uc640 \uad00\uacc4\ub97c \ud3ec\ucc29\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ud488\uc9c8 \uac80\uc0ac \ubc0f \uc720\ud6a8\uc131 \uac80\uc0ac \ub2e8\uacc4\ub97c \uad6c\ud604\ud558\uc5ec \ubca1\ud130 \uc784\ubca0\ub529\uc758 \uc77c\uad00\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\ucffc\ub9ac \ucd5c\uc801\ud654\uc640 \uc131\ub2a5 \ud29c\ub2dd\uc740 \ud6a8\uc728\uc801\uc778 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc0ac\uc6a9\uc744 \uc704\ud574 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3\uc758 \uc218, \uac80\uc0c9 \ubc18\uacbd, \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998 \ub4f1 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc778\ub371\uc2f1 \ubc0f \uac80\uc0c9 \ub9e4\uac1c\ubcc0\uc218\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uc5ec \ucffc\ub9ac \uc18d\ub3c4\uc640 \uc815\ud655\ub3c4 \uc0ac\uc774\uc758 \uade0\ud615\uc744 \ub9de\ucd9c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucc28\uc6d0 \ucd95\uc18c\uc640 \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud574 \uc758\ubbf8 \uc815\ubcf4\ub97c \ubcf4\uc874\ud558\uba74\uc11c \ubca1\ud130\uc758 \ud06c\uae30\ub97c \uc904\uc5ec \uc800\uc7a5 \ud6a8\uc728\uacfc \ucffc\ub9ac \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uc138\uc694. \uc81c\ud488 \uc591\uc790\ud654 \ub610\ub294 \ubca1\ud130 \uc555\ucd95\uacfc \uac19\uc740 \uc591\uc790\ud654 \ubc29\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ubca1\ud130\uc758 \uc800\uc7a5\uacfc \uac80\uc0c9\uc744 \ub354\uc6b1 \ucd5c\uc801\ud654\ud558\uc138\uc694. \uce90\uc2f1 \uba54\ucee4\ub2c8\uc998\uc744 \uad6c\ud604\ud558\uc5ec \uc790\uc8fc \uc561\uc138\uc2a4\ud558\ub294 \ubca1\ud130\ub098 \uac80\uc0c9 \uacb0\uacfc\ub97c \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ud558\uc5ec \ubc18\ubcf5\ub418\ub294 \ucffc\ub9ac\uc758 \ub300\uae30 \uc2dc\uac04\uc744 \uc904\uc785\ub2c8\ub2e4.<\/p>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc6d0\ud65c\ud55c \uc6b4\uc601\uc744 \uc704\ud574\uc11c\ub294 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc720\uc9c0 \uad00\ub9ac\uac00 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc131\ub2a5, \uac00\uc6a9\uc131, \uc0c1\ud0dc\ub97c \ucd94\uc801\ud560 \uc218 \uc788\ub294 \uc885\ud569\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc138\uc694. \ucffc\ub9ac \uc9c0\uc5f0 \uc2dc\uac04, \ucc98\ub9ac\ub7c9, \uc624\ub958\uc728\uacfc \uac19\uc740 \uc8fc\uc694 \uc9c0\ud45c\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uc138\uc694. \uacbd\uace0 \ubc0f \uc54c\ub9bc\uc744 \uc124\uc815\ud558\uc5ec \uc131\ub2a5 \ubcd1\ubaa9 \ud604\uc0c1, \ub9ac\uc18c\uc2a4 \uc81c\uc57d \ub610\ub294 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc0ac\uc804\uc5d0 \ud30c\uc545\ud558\uace0 \ud574\uacb0\ud558\uc138\uc694. \uc7ac\uc0c9\uc778, \ub370\uc774\ud130 \uc5c5\ub370\uc774\ud2b8, \ubc31\uc5c5\uc744 \ud3ec\ud568\ud55c \uc815\uae30\uc801\uc778 \uc720\uc9c0 \uad00\ub9ac \uc791\uc5c5\uc744 \uc218\ud589\ud558\uc5ec \ubca1\ud130 \ub370\uc774\ud130\uc758 \ubb34\uacb0\uc131\uacfc \ucd5c\uc2e0\uc131\uc744 \ubcf4\uc7a5\ud558\uc138\uc694. \uc2e4\uc81c \uc0ac\uc6a9 \ud328\ud134\uacfc \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31\uc744 \ubc14\ud0d5\uc73c\ub85c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0 \ucd5c\uc801\ud654\ud558\uc138\uc694. \ud544\uc694\uc5d0 \ub530\ub77c \uc0c9\uc778 \uc804\ub7b5, \uac80\uc0c9 \uc54c\uace0\ub9ac\uc998, \ud558\ub4dc\uc6e8\uc5b4 \uad6c\uc131\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \ubcc0\uacbd\ud558\uc138\uc694.<\/p>\n\n\n<p>\ubbfc\uac10\ud55c \uae30\uc5c5 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\ub294 \ubcf4\uc548\uacfc \uc561\uc138\uc2a4 \uc81c\uc5b4\uac00 \ubb34\uc5c7\ubcf4\ub2e4 \uc911\uc694\ud569\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\uc758 \uae30\ubc00\uc131, \ubb34\uacb0\uc131, \uac00\uc6a9\uc131\uc744 \ubcf4\ud638\ud558\uae30 \uc704\ud574 \uac15\ub825\ud55c \ubcf4\uc548 \uc870\uce58\ub97c \uad6c\ud604\ud558\uc138\uc694. \uc554\ud638\ud654, \uc778\uc99d, \uc561\uc138\uc2a4 \uc81c\uc5b4 \uba54\ucee4\ub2c8\uc998\uc744 \uc801\uc6a9\ud558\uc5ec \ubbfc\uac10\ud55c \uc815\ubcf4\ub97c \ubcf4\ud638\ud558\uc138\uc694. \uc138\ubd84\ud654\ub41c \uc561\uc138\uc2a4 \uc815\ucc45\uacfc \uad8c\ud55c\uc744 \uc815\uc758\ud558\uc5ec \uad8c\ud55c\uc774 \ubd80\uc5ec\ub41c \uc0ac\uc6a9\uc790\uc640 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\ub9cc \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc561\uc138\uc2a4\ud558\uace0 \uc870\uc791\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc561\uc138\uc2a4 \ub85c\uadf8\ub97c \uc815\uae30\uc801\uc73c\ub85c \uac10\uc0ac\ud558\uace0 \uac80\ud1a0\ud558\uc5ec \ubb34\ub2e8 \uc561\uc138\uc2a4 \uc2dc\ub3c4\ub098 \uc758\uc2ec\uc2a4\ub7ec\uc6b4 \ud65c\ub3d9\uc744 \uac10\uc9c0\ud558\uace0 \ubc29\uc9c0\ud558\uc138\uc694.<\/p>\n\n\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc131\uacf5\uc801\uc778 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad6c\ud604\uc744 \uc704\ud574\uc11c\ub294 AI \ud300 \uac04\uc758 \ud611\uc5c5\uacfc \uc9c0\uc2dd \uacf5\uc720 \ubb38\ud654\ub97c \uc870\uc131\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uad00\ub828\ub41c \ubaa8\ubc94 \uc0ac\ub840, \uad50\ud6c8, \ud601\uc2e0\uc801\uc778 \uc544\uc774\ub514\uc5b4\uc758 \uad50\ud658\uc744 \uc7a5\ub824\ud558\uc138\uc694. \ub0b4\ubd80 \ud3ec\ub7fc, \uc6cc\ud06c\uc0f5 \ub610\ub294 \ud574\ucee4\ud1a4\uc744 \uac1c\ucd5c\ud558\uc5ec \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uae30\uc220\uc5d0 \ub300\ud55c \uc2e4\ud5d8, \uae30\uc220 \uac1c\ubc1c, \ubd80\uc11c \uac04 \ud611\uc5c5\uc744 \uc7a5\ub824\ud558\uc138\uc694. \uc678\ubd80 \ucee4\ubba4\ub2c8\ud2f0, \ucee8\ud37c\ub7f0\uc2a4, \uc5c5\uacc4 \uc774\ubca4\ud2b8\uc5d0 \ucc38\uc5ec\ud558\uc5ec \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\uc758 \ucd5c\uc2e0 \ubc1c\uc804, \uc0ac\uc6a9 \uc0ac\ub840, \ubaa8\ubc94 \uc0ac\ub840\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \uc5bb\uc73c\uc138\uc694.<\/p>\n\n\n<p>\uc774\ub7ec\ud55c \ubaa8\ubc94 \uc0ac\ub840\ub97c \ub530\ub974\uace0 \uae30\uc5c5\uc758 \uace0\uc720\ud55c \uc694\uad6c \uc0ac\ud56d\uc744 \uace0\ub824\ud558\uba74 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc131\uacf5\uc801\uc73c\ub85c \uad6c\ud604\ud558\uace0 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc18c\uaddc\ubaa8\ub85c \uc2dc\uc791\ud558\uc5ec \uc790\uc8fc \ubc18\ubcf5\ud558\uace0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uce21\uc815\ud558\uace0 \ucd5c\uc801\ud654\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4\uc5d0 \ucd5c\ub300\uc758 \uac00\uce58\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc138\uc694.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/0d4d8ec6-3172-4e0c-b97d-e5d811d03fa0.png\" alt=\"\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubaa8\ubc94 \uc0ac\ub840\" \/>\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>\uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ubbf8\ub798<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uae30\uc220\uc774 \uacc4\uc18d \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \ubd84\uc57c\uc5d0\uc11c \uc0c8\ub86d\uace0 \ud601\uc2e0\uc801\uc778 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ub9ce\uc774 \ub4f1\uc7a5\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\uac1c\uc778\ud654\ub41c \ucf58\ud150\uce20 \uc81c\uc791:<\/strong> \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c \uad6c\ub3d9\ub418\ub294 LLM\uc740 \uac1c\ubcc4 \uc0ac\uc6a9\uc790\uc758 \uc120\ud638\ub3c4\uc640 \uc0c1\ud669\uc5d0 \ub9de\uac8c \uae30\uc0ac, \ubcf4\uace0\uc11c, \ub9c8\ucf00\ud305 \uc790\ub8cc \ub4f1 \uace0\ub3c4\ub85c \uac1c\uc778\ud654\ub41c \ucf58\ud150\uce20\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc9c0\ub2a5\ud615 \ubb38\uc11c \ucc98\ub9ac:<\/strong> \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uba74 \ub300\ub7c9\uc758 \ube44\uc815\ud615 \ubb38\uc11c\uc5d0\uc11c \ud575\uc2ec \uc815\ubcf4\ub97c \uc790\ub3d9\uc73c\ub85c \ubd84\ub958, \uc0c9\uc778, \ucd94\ucd9c\ud558\uc5ec \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uac04\uc18c\ud654\ud558\uace0 \uc758\uc0ac \uacb0\uc815 \ud504\ub85c\uc138\uc2a4\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub2e4\uad6d\uc5b4 AI \uc5b4\uc2dc\uc2a4\ud134\ud2b8: <\/strong>\uc5ec\ub7ec \uc5b8\uc5b4\uc758 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \ud1b5\ud569\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 \ubaa8\uad6d\uc5b4\ub85c \uc0ac\uc6a9\uc790\ub97c \uc774\ud574\ud558\uace0 \uc751\ub2f5\ud560 \uc218 \uc788\ub294 AI \ube44\uc11c\ub97c \uac1c\ubc1c\ud558\uc5ec \uc5b8\uc5b4 \uc7a5\ubcbd\uc744 \ud5c8\ubb3c\uace0 \uae00\ub85c\ubc8c \ud611\uc5c5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc608\uce21 \uc720\uc9c0 \uad00\ub9ac \ubc0f \uc774\uc0c1 \uc9d5\ud6c4 \uac10\uc9c0: <\/strong>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc13c\uc11c \ub370\uc774\ud130 \ubc0f \uc7a5\ube44 \ub85c\uadf8\uc758 \ud328\ud134\uacfc \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc2dd\ubcc4\ud558\uc5ec \uc0b0\uc5c5 \ud658\uacbd\uc5d0\uc11c \uc0ac\uc804 \uc608\ubc29\uc801 \uc720\uc9c0\ubcf4\uc218\ub97c \uc9c0\uc6d0\ud558\uace0 \ub2e4\uc6b4\ud0c0\uc784\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p>\uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \ud658\uacbd\uc774 \ube60\ub978 \uc18d\ub3c4\ub85c \uacc4\uc18d \uc9c4\ud654\ud568\uc5d0 \ub530\ub77c, \uae30\uc5c5\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uae30\uc220 \ubc0f LLM\uc758 \ucd5c\uc2e0 \ubc1c\uc804\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ud30c\uc545\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uae30\uc220, \ub3c4\uad6c, \ubaa8\ubc94 \uc0ac\ub840\ub97c \ud30c\uc545\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uacbd\uc7c1\ub825\uc744 \uc720\uc9c0\ud558\uace0 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ucd5c\ub300\uc758 \uac00\uce58\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uae30\uc5c5\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 LLM\uc758 \ubbf8\ub798\ub97c \uc218\uc6a9\ud568\uc73c\ub85c\uc368 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud6a8\uc728\uc131, \uc815\ud655\uc131, \uc778\uc0ac\uc774\ud2b8\ub97c \uc0c8\ub85c\uc6b4 \uc218\uc900\uc73c\ub85c \ub04c\uc5b4\uc62c\ub824 \uad81\uadf9\uc801\uc73c\ub85c \ud5a5\ud6c4 \uba87 \ub144\uac04 \ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5\uacfc \uc131\uacf5\uc744 \uc774\ub04c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>In 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 [&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\/ko\/2024\ub144-\uae30\uc5c5\uc774-llm-\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744-\uc704\ud574-\ubca1\ud130-\ub370\uc774\ud130\ubca0\uc774\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\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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