{"id":34076,"date":"2024-01-24T08:09:47","date_gmt":"2024-01-24T08:09:47","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/%ed%94%84%eb%9d%bc%ec%9d%b4%eb%b9%97-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c%eb%a5%bc-%ec%9c%84%ed%95%9c-rag-%ec%96%b4%eb%96%bb%ea%b2%8c-%ec%9e%91%eb%8f%99%ed%95%98%eb%82%98%ec%9a%94\/"},"modified":"2024-01-24T08:09:47","modified_gmt":"2024-01-24T08:09:47","slug":"%ed%94%84%eb%9d%bc%ec%9d%b4%eb%b9%97-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c%eb%a5%bc-%ec%9c%84%ed%95%9c-rag-%ec%96%b4%eb%96%bb%ea%b2%8c-%ec%9e%91%eb%8f%99%ed%95%98%eb%82%98%ec%9a%94","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ko\/blog\/%ed%94%84%eb%9d%bc%ec%9d%b4%eb%b9%97-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c%eb%a5%bc-%ec%9c%84%ed%95%9c-rag-%ec%96%b4%eb%96%bb%ea%b2%8c-%ec%9e%91%eb%8f%99%ed%95%98%eb%82%98%ec%9a%94\/","title":{"rendered":"\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\ub97c \uc704\ud55c RAG: \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uac00 \uc5b4\ub5bb\uac8c \ubaa8\ub4e0 \uc815\ubcf4\ub97c \uad00\ub9ac\ud558\uace0 \ud604\uba85\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\ub294\uc9c0 \uad81\uae08\ud55c \uc801\uc774 \uc788\ub098\uc694?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ubc14\ub85c \uc774\ub54c \uac80\uc0c9 \uc99d\uac15 \uc138\ub300(RAG)\uac00 \ub4f1\uc7a5\ud569\ub2c8\ub2e4.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc774 \ub3c4\uad6c\ub294 \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc62c\ubc14\ub978 \uc815\ubcf4\ub97c \ucc3e\uace0 \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \ub9e4\uc6b0 \uc2a4\ub9c8\ud2b8\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc774 \ube14\ub85c\uadf8\uc5d0\uc11c\ub294 \uc26c\uc6b4 \ub3c4\uad6c\uc640 \uc601\ub9ac\ud55c \ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c RAG\uac00 \uc5b4\ub5bb\uac8c \ub9c8\ubc95\uc744 \ubd80\ub9ac\ub294\uc9c0, \ubaa8\ub4e0 \uac83\uc744 \ub354 \uc6d0\ud65c\ud558\uace0 \ub354 \uc88b\uac8c \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc2dc\uc791\ud558\uc138\uc694.<\/span><\/p>\n<h2><b>RAG\uc758 \uc774\ud574: \ubb34\uc5c7\uc778\uac00\uc694?  <\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\uac80\uc0c9 \uc99d\uac15 \uc138\ub300(RAG)\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubc0f \uc815\ubcf4 \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ucd5c\ucca8\ub2e8 \uae30\uc220\uc785\ub2c8\ub2e4.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uac80\uc0c9\uacfc \uc0dd\uc131\uc774\ub77c\ub294 \ub450 \uac00\uc9c0 \uae30\ubcf8 \ud504\ub85c\uc138\uc2a4\ub97c \uacb0\ud569\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uac80\uc0c9<\/b><span style=\"font-weight: 400;\">: RAG\uc5d0\uc11c \uac80\uc0c9 \ud504\ub85c\uc138\uc2a4\uc5d0\ub294 \ubb38\uc11c \uc800\uc7a5\uc18c, \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub610\ub294 API\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uc678\ubd80 \uc18c\uc2a4\uc5d0\uc11c \uad00\ub828 \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc678\ubd80 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc640 \ud615\uc2dd\uc758 \uc815\ubcf4\ub97c \ud3ec\uad04\ud558\ub294 \ub4f1 \ub2e4\uc591\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<p><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc138\ub300<\/b><span style=\"font-weight: 400;\">: \uad00\ub828 \ub370\uc774\ud130\uac00 \uac80\uc0c9\ub418\uba74 \uc0dd\uc131 \ud504\ub85c\uc138\uc2a4\uc5d0\ub294 \uac80\uc0c9\ub41c \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uc0c8\ub85c\uc6b4 \ucf58\ud150\uce20, \uc778\uc0ac\uc774\ud2b8 \ub610\ub294 \uc751\ub2f5\uc744 \ub9cc\ub4e4\uac70\ub098 \uc0dd\uc131\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub807\uac8c \uc0dd\uc131\ub41c \ucf58\ud150\uce20\ub294 \uae30\uc874 \ub370\uc774\ud130\ub97c \ubcf4\uc644\ud558\uc5ec \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uac70\ub098 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/span><\/li>\n<\/ol>\n<h2><b>RAG\ub294 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?  <\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\uc774\uc81c RAG\uc758 \uc791\ub3d9 \uc6d0\ub9ac\ub97c \uc774\ud574\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\ub370\uc774\ud130 \uc900\ube44<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\ucd08\uae30 \ub2e8\uacc4\ub294 \uceec\ub809\uc158\uc5d0 \uc800\uc7a5\ub41c \ubb38\uc11c\uc640 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \ubaa8\ub450 \ube44\uad50 \uac00\ub2a5\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\ub294 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uc218\ud589\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\uc22b\uc790 \ud45c\ud604(\uc784\ubca0\ub529)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\uc720\uc0ac\uc131 \uac80\uc0c9\uc744 \uc704\ud574 \ubb38\uc11c\uc640 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \ube44\uad50\ud560 \uc218 \uc788\ub3c4\ub85d \uc784\ubca0\ub529\uc774\ub77c\ub294 \uc22b\uc790 \ud45c\ud604\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc774\ub7ec\ud55c \uc784\ubca0\ub529\uc740 \uc815\uad50\ud55c \uc784\ubca0\ub529 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0dd\uc131\ub418\uba70 \uae30\ubcf8\uc801\uc73c\ub85c \ud14d\uc2a4\ud2b8\uc758 \uac1c\ub150\uc744 \ub098\ud0c0\ub0b4\ub294 \uc22b\uc790 \ubca1\ud130 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\ud14d\uc2a4\ud2b8\uc758 \uc22b\uc790 \ud45c\ud604\uc778 \ubb38\uc11c \uc784\ubca0\ub529\uc740 \ud06c\ub85c\ub9c8 \ub610\ub294 \uc704\ube44\uac8c\uc774\ud2b8\uc640 \uac19\uc740 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud1b5\ud574 \uc720\uc0ac\uc131 \uac80\uc0c9\uc744 \uc704\ud55c \uc784\ubca0\ub529\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\uc720\uc0ac \uac80\uc0c9<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0\uc11c \uc0dd\uc131\ub41c \uc784\ubca0\ub529\uc744 \uae30\ubc18\uc73c\ub85c \uc784\ubca0\ub529 \uacf5\uac04\uc5d0\uc11c \uc720\uc0ac\uc131 \uac80\uc0c9\uc774 \uc218\ud589\ub429\ub2c8\ub2e4. \uc774 \uac80\uc0c9\uc740 \uc784\ubca0\ub529\uc758 \uc218\uce58\uc801 \uc720\uc0ac\uc131\uc744 \uae30\uc900\uc73c\ub85c \uceec\ub809\uc158\uc5d0\uc11c \uc720\uc0ac\ud55c \ud14d\uc2a4\ud2b8 \ub610\ub294 \ubb38\uc11c\ub97c \uc2dd\ubcc4\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\ucee8\ud14d\uc2a4\ud2b8 \ucd94\uac00<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\uc720\uc0ac\ud55c \ud14d\uc2a4\ud2b8\ub97c \uc2dd\ubcc4\ud55c \ud6c4 \uac80\uc0c9\ub41c \ucf58\ud150\uce20(\ud504\ub86c\ud504\ud2b8 + \uc785\ub825\ub41c \ud14d\uc2a4\ud2b8)\uac00 \ucee8\ud14d\uc2a4\ud2b8\uc5d0 \ucd94\uac00\ub429\ub2c8\ub2e4. \uc6d0\ubcf8 \ud504\ub86c\ud504\ud2b8\uc640 \uad00\ub828 \uc678\ubd80 \ub370\uc774\ud130\ub85c \uad6c\uc131\ub41c \uc774 \uc99d\uac15\ub41c \ucee8\ud14d\uc2a4\ud2b8\ub294 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc5d0 \uc785\ub825\ub429\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>\ubaa8\ub378 \ucd9c\ub825<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\uc5b8\uc5b4 \ubaa8\ub378\uc740 \uad00\ub828 \uc678\ubd80 \ub370\uc774\ud130\ub85c \ubb38\ub9e5\uc744 \ucc98\ub9ac\ud558\uc5ec \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \ubb38\ub9e5\uc5d0 \ub9de\ub294 \ucd9c\ub825 \ub610\ub294 \uc751\ub2f5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><em><strong>\uc790\uc138\ud788 \ubcf4\uae30: <a href=\"https:\/\/meetcody.ai\/blog\/rag-api-definition-meaning-retrieval-augmented-generation-llm\/\">RAG API \ud504\ub808\uc784\uc6cc\ud06c\ub780 \ubb34\uc5c7\uc774\uba70 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?<\/a><\/strong><\/em><\/p>\n<h2><b>\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0 RAG\ub97c \uad6c\ud604\ud558\ub294 5\ub2e8\uacc4<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\ub2e4\uc74c\uc740 \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c RAG\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc885\ud569\uc801\uc778 \uac00\uc774\ub4dc\uc785\ub2c8\ub2e4:<\/span><\/p>\n<h3><b>1. \uc778\ud504\ub77c \uc900\ube44\ub3c4 \ud3c9\uac00<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\uae30\uc874 \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\ub97c \ud3c9\uac00\ud558\ub294 \uac83\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694. \ud558\ub4dc\uc6e8\uc5b4, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ubc0f \ub124\ud2b8\uc6cc\ud06c \uae30\ub2a5\uc744 \ud3c9\uac00\ud558\uc5ec RAG \uad6c\ud604\uacfc\uc758 \ud638\ud658\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc6d0\ud65c\ud55c \ud1b5\ud569\uc744 \uc704\ud55c \uc7a0\uc7ac\uc801\uc778 \uc81c\uc57d \uc870\uac74\uc774\ub098 \uc694\uad6c \uc0ac\ud56d\uc744 \ud30c\uc545\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>2. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc900\ube44<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd \ub0b4\uc758 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uad00\ub828 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc138\uc694. \uc5ec\uae30\uc5d0\ub294 \ubb38\uc11c \uc800\uc7a5\uc18c, \ub370\uc774\ud130\ubca0\uc774\uc2a4, API \ubc0f \uae30\ud0c0 \ub0b4\ubd80 \ub370\uc774\ud130 \uc18c\uc2a4\uac00 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \uc815\ub9ac, \uc815\ub9ac\ud558\uace0 \ucd94\uac00 \ucc98\ub9ac\ub97c \uc704\ud574 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uac80\uc0c9 \ubc0f \uc0dd\uc131 \ud504\ub85c\uc138\uc2a4\ub97c \uc704\ud574 RAG \uc2dc\uc2a4\ud15c\uc5d0 \uc27d\uac8c \uc785\ub825\ud560 \uc218 \uc788\ub294 \ud615\uc2dd\uc774\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>3. \uc801\ud569\ud55c \uc784\ubca0\ub529 \uc5b8\uc5b4 \ubaa8\ub378 \uc120\ud0dd<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc758 \uc694\uad6c \uc0ac\ud56d\uacfc \uaddc\ubaa8\uc5d0 \ub9de\ub294 \uc801\uc808\ud55c \uc784\ubca0\ub529 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uc138\uc694. \ud638\ud658\uc131 \ubc0f \uc131\ub2a5 \uba54\ud2b8\ub9ad\uc5d0 \ub530\ub77c BERT, GPT \ub610\ub294 \uae30\ud0c0 \uace0\uae09 \uc5b8\uc5b4 \ubaa8\ub378\uacfc \uac19\uc740 \ubaa8\ub378\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>4. \uc784\ubca0\ub514\ub4dc \uc2dc\uc2a4\ud15c \ud1b5\ud569<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\ubb38\uc11c\uc640 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \uc22b\uc790 \ud45c\ud604(\uc784\ubca0\ub529)\uc73c\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c \ub610\ub294 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ud604\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc784\ubca0\ub529\uc774 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uc758\ubbf8\ub860\uc801 \uc758\ubbf8\uc640 \ub9e5\ub77d\uc744 \uc815\ud655\ud558\uac8c \ud3ec\ucc29\ud558\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc774\ub7ec\ud55c \uc784\ubca0\ub529\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4(\uc608: \ud06c\ub85c\ub9c8, \uc704\ube44\uac8c\uc774\ud2b8)\ub97c \uc124\uc815\ud558\uc5ec \ube60\ub978 \uac80\uc0c9\uacfc \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><b>5. \ud14c\uc2a4\ud2b8 \ubc0f \ucd5c\uc801\ud654<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd \ub0b4\uc5d0\uc11c \uad6c\ud604\ub41c RAG \uc2dc\uc2a4\ud15c\uc758 \uae30\ub2a5, \uc815\ud655\uc131, \ud6a8\uc728\uc131\uc744 \uac80\uc99d\ud558\uae30 \uc704\ud574 \uc5c4\uaca9\ud55c \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\ub97c \ud14c\uc2a4\ud2b8\ud558\uc5ec \uc7a0\uc7ac\uc801\uc778 \ud55c\uacc4\ub098 \uac1c\uc120\uc774 \ud544\uc694\ud55c \ubd80\ubd84\uc744 \ud30c\uc545\ud558\uc138\uc694.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ud14c\uc2a4\ud2b8 \uacb0\uacfc\uc640 \ud53c\ub4dc\ubc31\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2dc\uc2a4\ud15c\uc744 \ucd5c\uc801\ud654\ud558\uace0, \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\uc120\ud558\uace0, \ub9e4\uac1c\ubcc0\uc218\ub97c \uc870\uc815\ud558\uac70\ub098, \ud544\uc694\uc5d0 \ub530\ub77c \ud558\ub4dc\uc6e8\uc5b4\/\uc18c\ud504\ud2b8\uc6e8\uc5b4 \uad6c\uc131 \uc694\uc18c\ub97c \uc5c5\uadf8\ub808\uc774\ub4dc\ud558\uc5ec \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uc138\uc694.<\/span><\/p>\n<h2><b>\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c RAG \uad6c\ud604\uc744 \uc704\ud55c 6\uac00\uc9c0 \ub3c4\uad6c<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\ub2e4\uc74c\uc740 \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd \ub0b4\uc5d0\uc11c \uac80\uc0c9 \uc99d\uac15 \uc138\ub300(RAG)\ub97c \uad6c\ud604\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uc640 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud55c \uac1c\uc694\uc785\ub2c8\ub2e4:<\/span><\/p>\n<h3><b>1. \uc5b8\uc5b4 \ubaa8\ub378 \uc784\ubca0\ub529\ud558\uae30<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>BERT  <\/b><span style=\"font-weight: 400;\">(\ud2b8\ub79c\uc2a4\ud3ec\uba38\uc758 \uc591\ubc29\ud5a5 \uc778\ucf54\ub354 \ud45c\ud604): BERT\ub294 \uac80\uc0c9\uc5b4\uc5d0 \ud3ec\ud568\ub41c \ub2e8\uc5b4\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \uc0ac\uc804 \ud559\uc2b5\ub41c \uac15\ub825\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc785\ub2c8\ub2e4. \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd \ub0b4\uc5d0\uc11c \ud2b9\uc815 \uac80\uc0c9 \uc791\uc5c5\uc5d0 \ub9de\uac8c \ubbf8\uc138 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>GPT  <\/b><span style=\"font-weight: 400;\">(\uc0dd\uc131\ud615 \uc0ac\uc804 \ud559\uc2b5 \ud2b8\ub79c\uc2a4\ud3ec\uba38): GPT \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ud504\ub86c\ud504\ud2b8\uc5d0 \ub530\ub77c \uc0ac\ub78c\uacfc \uc720\uc0ac\ud55c \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ud0c1\uc6d4\ud569\ub2c8\ub2e4. RAG \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc751\ub2f5\uc774\ub098 \ucf58\ud150\uce20\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3><b>2. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud06c\ub85c\ub9c8<\/b><span style=\"font-weight: 400;\">: \ud06c\ub85c\ub9c8\ub294 \uc784\ubca0\ub529\uacfc \uac19\uc740 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub41c \ubca1\ud130 \uac80\uc0c9 \uc5d4\uc9c4\uc785\ub2c8\ub2e4. \uc784\ubca0\ub529\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud558\uc5ec \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \ube60\ub974\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Weaviate<\/b><span style=\"font-weight: 400;\">: Weaviate\ub294 \ubca1\ud130\ud654\ub41c \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud55c \uc624\ud508\uc18c\uc2a4 \ubca1\ud130 \uac80\uc0c9 \uc5d4\uc9c4\uc785\ub2c8\ub2e4. \uc720\uc5f0\uc131\uacfc \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub2e4\ub8e8\ub294 RAG \uad6c\ud604\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3><b>3. \uc784\ubca0\ub529 \uc0dd\uc131\uc744 \uc704\ud55c \ud504\ub808\uc784\uc6cc\ud06c<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud150\uc11c\ud50c\ub85c<\/b><span style=\"font-weight: 400;\">: \ud150\uc11c\ud50c\ub85c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ub9cc\ub4e4\uace0 \uad00\ub9ac\ud558\uae30 \uc704\ud55c \ub3c4\uad6c\uc640 \ub9ac\uc18c\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uace0 RAG \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud558\uae30 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>PyTorch<\/b><span style=\"font-weight: 400;\">: PyTorch\ub294 \uc720\uc5f0\uc131\uacfc \uc0ac\uc6a9 \ud3b8\uc758\uc131\uc73c\ub85c \uc798 \uc54c\ub824\uc9c4 \ub610 \ub2e4\ub978 \uc778\uae30 \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc784\ubca0\ub529 \ubaa8\ub378 \uc0dd\uc131\uacfc RAG \uc6cc\ud06c\ud50c\ub85c\ub85c\uc758 \ud1b5\ud569\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3><b>4. RAG \ud1b5\ud569 \ud50c\ub7ab\ud3fc<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud3ec\uc639\ud558\ub294 \uc5bc\uad74 \ud2b8\ub79c\uc2a4\ud3ec\uba38<\/b><span style=\"font-weight: 400;\">: \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 BERT \ubc0f GPT\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec RAG \uc2dc\uc2a4\ud15c\uc5d0 \uc27d\uac8c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc784\ubca0\ub529 \ubc0f \uc5b8\uc5b4 \ubaa8\ub378 \uc0c1\ud638\uc791\uc6a9\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>OpenAI\uc758 GPT<\/b><span style=\"font-weight: 400;\">&#8211;<\/span><b>3<\/b> <b>API<\/b><span style=\"font-weight: 400;\">: OpenAI\uc758 API\ub294 GPT-3\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc790\uac00 \uac15\ub825\ud55c \uc5b8\uc5b4 \uc0dd\uc131 \uae30\ub2a5\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. GPT-3\ub97c RAG \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud558\uba74 \ucf58\ud150\uce20 \uc0dd\uc131 \ubc0f \uc751\ub2f5 \uc815\ud655\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3><b>5. \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AWS  <\/b><span style=\"font-weight: 400;\">(Amazon Web Services) \ub610\ub294 Azure: \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4\ub294 RAG \uad6c\ud604\uc744 \ud638\uc2a4\ud305\ud558\uace0 \ud655\uc7a5\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc778\ud504\ub77c\uc640 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud55c \uac00\uc0c1 \uba38\uc2e0, \uc2a4\ud1a0\ub9ac\uc9c0, \ucef4\ud4e8\ud305 \uc131\ub2a5\uacfc \uac19\uc740 \ub9ac\uc18c\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uad6c\uae00 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc <\/b><span style=\"font-weight: 400;\">(GCP): GCP\ub294 \uba38\uc2e0 \ub7ec\ub2dd\uacfc AI\ub97c \uc704\ud55c \ub3c4\uad6c\uc640 \uc11c\ube44\uc2a4 \uc81c\ud488\uad70\uc744 \uc81c\uacf5\ud558\uc5ec \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c RAG \uc2dc\uc2a4\ud15c\uc744 \ubc30\ud3ec\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3><b>6. \uc0ac\uc6a9\uc790 \uc9c0\uc815 \uac1c\ubc1c \ub3c4\uad6c<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/b><span style=\"font-weight: 400;\">: \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub370\uc774\ud130 \uc870\uc791, \uc218\uce58 \uacc4\uc0b0, \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c\uc5d0 \ud544\uc218\uc801\uc778 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \ub9de\ucda4\ud615 RAG \uc194\ub8e8\uc158\uc744 \uad6c\ud604\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc0ac\uc6a9\uc790 \uc9c0\uc815 API <\/b><span style=\"font-weight: 400;\">\ubc0f <\/span><b>\uc2a4\ud06c\ub9bd\ud2b8<\/b><span style=\"font-weight: 400;\">: \ud2b9\uc815 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c \ub0b4\uc5d0\uc11c RAG \uad6c\uc131 \uc694\uc18c\ub97c \ubbf8\uc138 \uc870\uc815\ud558\uace0 \ud1b5\ud569\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\uc790 \uc9c0\uc815 API \ubc0f \uc2a4\ud06c\ub9bd\ud2b8\ub97c \uac1c\ubc1c\ud574\uc57c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\uc774\ub7ec\ud55c \ub9ac\uc18c\uc2a4\ub294 \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \uc124\uc815 \ub0b4\uc5d0\uc11c \uc784\ubca0\ub529 \uc0dd\uc131, \ubaa8\ub378 \ud1b5\ud569 \ubc0f RAG \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uc728\uc801\uc778 \uad00\ub9ac\ub97c \ucd09\uc9c4\ud558\ub294 \ub370 \uc911\ucd94\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc774\uc81c \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\ub97c \uc704\ud55c RAG\uc758 \uae30\ubcf8 \uc0ac\ud56d\uc744 \uc54c\uc558\uc73c\ub2c8, \uc704\uc5d0\uc11c \uc5b8\uae09\ud55c \ud6a8\uacfc\uc801\uc778 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad6c\ud604\ud560 \ucc28\ub840\uc785\ub2c8\ub2e4.  <\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uac00 \uc5b4\ub5bb\uac8c \ubaa8\ub4e0 \uc815\ubcf4\ub97c \uad00\ub9ac\ud558\uace0 \ud604\uba85\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\ub294\uc9c0 \uad81\uae08\ud55c \uc801\uc774 \uc788\ub098\uc694? \ubc14\ub85c \uc774\ub54c \uac80\uc0c9 \uc99d\uac15 \uc138\ub300(RAG)\uac00 \ub4f1\uc7a5\ud569\ub2c8\ub2e4. \uc774 \ub3c4\uad6c\ub294 \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc62c\ubc14\ub978 \uc815\ubcf4\ub97c \ucc3e\uace0 \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \ub9e4\uc6b0 \uc2a4\ub9c8\ud2b8\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774 \ube14\ub85c\uadf8\uc5d0\uc11c\ub294 \uc26c\uc6b4 \ub3c4\uad6c\uc640 \uc601\ub9ac\ud55c \ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c RAG\uac00 \uc5b4\ub5bb\uac8c \ub9c8\ubc95\uc744 \ubd80\ub9ac\ub294\uc9c0, \ubaa8\ub4e0 \uac83\uc744 \ub354 \uc6d0\ud65c\ud558\uace0 \ub354 \uc88b\uac8c \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc5d0<a class=\"excerpt-read-more\" href=\"https:\/\/meetcody.ai\/ko\/blog\/%ed%94%84%eb%9d%bc%ec%9d%b4%eb%b9%97-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c%eb%a5%bc-%ec%9c%84%ed%95%9c-rag-%ec%96%b4%eb%96%bb%ea%b2%8c-%ec%9e%91%eb%8f%99%ed%95%98%eb%82%98%ec%9a%94\/\" title=\"Read\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\ub97c \uc704\ud55c RAG: \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?\">&#8230; Read more &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":34067,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[78],"tags":[303,765],"class_list":["post-34076","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-78","tag-rag-ko","tag-765"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.8 (Yoast SEO v24.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc\ub97c \uc704\ud55c RAG: \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?<\/title>\n<meta name=\"description\" content=\"\ub2e4\uc74c\uc740 \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd \ub0b4\uc5d0\uc11c \uac80\uc0c9 \uc99d\uac15 \uc138\ub300(RAG)\ub97c 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