{"id":22553,"date":"2026-03-01T18:40:16","date_gmt":"2026-03-01T11:40:16","guid":{"rendered":"https:\/\/hblabgroup.com\/?p=22553"},"modified":"2026-03-01T18:40:16","modified_gmt":"2026-03-01T11:40:16","slug":"llm-fine-tuning-step-to-tune-a-model-kr","status":"publish","type":"post","link":"https:\/\/hblabgroup.com\/ko\/llm-fine-tuning-step-to-tune-a-model-kr\/","title":{"rendered":"\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM) \ud30c\uc778\ud29c\ub2dd: \ubaa8\ub378 \ud29c\ub2dd 6\ub2e8\uacc4\uc640 RAG \uc0ac\uc6a9 \uc2dc\uae30"},"content":{"rendered":"<p>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc778 \uc791\uc5c5\uc5d0\ub294 \ub6f0\uc5b4\ub098\uc9c0\ub9cc \uc804\ubb38\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c\ub294 \ud55c\uacc4\ub97c \ubcf4\uc774\uace4 \ud569\ub2c8\ub2e4. LLM \ud30c\uc778\ud29c\ub2dd\uc740 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 \ub9de\uac8c \ub9de\ucda4\ud615 \ub370\uc774\ud130\uc14b\uc73c\ub85c \ucd94\uac00 \ud6c8\ub828\uc2dc\ucf1c \uc774\ub97c \uadf9\ubcf5\ud558\ub294 \ubc29\ubc95\uc73c\ub85c \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ucc9c\ubb38\ud559\uc801\uc778 \ube44\uc6a9\uc744 \ub4e4\uc774\uc9c0 \uc54a\uace0\ub3c4 \uc77c\ubc18\uc801\uc778 \uc9c0\uc2dd\uc744 \uac00\uc9c4 \ubaa8\ub378\uc744 \ub3c4\uba54\uc778 \uc804\ubb38\uac00\ub85c \ubcc0\ubaa8\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc744 \ud1b5\ud574 LLM \ud30c\uc778\ud29c\ub2dd\uc5d0 \uad00\ud55c \ud3ec\uad04\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uacf5\uc720\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<h2>LLM \ud30c\uc778\ud29c\ub2dd\uc774\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-22557\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd\uc774\ub780.webp\" alt=\"LLM-\ud30c\uc778\ud29c\ub2dd\uc774\ub780\" width=\"1366\" height=\"768\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd\uc774\ub780.webp 1366w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd\uc774\ub780-1024x576.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd\uc774\ub780-768x432.webp 768w\" sizes=\"(max-width: 1366px) 100vw, 1366px\" \/><\/p>\n<p>\uc870\uc9c1\ub4e4\uc740 GPT-4, Claude\uc640 \uac19\uc740 \ubaa8\ub378\uc744 \ub3c4\uba54\uc778 \ud2b9\ud654 \uc6a9\uc5b4, \uae30\uc5c5 \uc815\ucc45, \uc0b0\uc5c5 \uc9c0\uc2dd\uc744 \ud3ec\ud568\ud55c \uc804\ubb38 \ub370\uc774\ud130\uc14b\uc73c\ub85c \uacc4\uc18d \ud6c8\ub828\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/hblabgroup.com\/ko\/%EC%97%90%EC%9D%B4%EC%A0%84%ED%8B%B1-ai-agentic-ai-%EB%9E%80-%EB%AC%B4%EC%97%87%EC%9E%85%EB%8B%88%EA%B9%8C-%EC%83%9D%EC%84%B1%ED%98%95-ai-%EC%9D%B4%ED%9B%84-%EC%83%88%EB%A1%9C%EC%9A%B4-%EC%8B%9C\/\" target=\"_blank\" rel=\"noopener sponsored\">\uc5d0\uc774\uc804\ud2b8\ud615 AI<\/a> \uc2dc\uc2a4\ud15c\uc774 \uc790\uc728\uc801\uc73c\ub85c \ubcf5\uc7a1\ud55c \uc791\uc5c5 \ud750\ub984\uc744 \uc218\ud589\ud558\ub294 \uac83\uacfc \uc720\uc0ac\ud558\uac8c LLM \ud30c\uc778\ud29c\ub2dd\uc740 \ubaa8\ub378\uc774 \ud2b9\uc815 \ub3c4\uba54\uc778 \ub0b4\uc5d0\uc11c \ub3c5\ub9bd\uc801\uc73c\ub85c \uc791\ub3d9\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p>\ud558\uc9c0\ub9cc \ud30c\uc778\ud29c\ub2dd\uc774 \ubaa8\ub4e0 \ubb38\uc81c\uc758 \ub9cc\ub2a5\ud574\uacb0\ucc45\uc740 \uc544\ub2d9\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8 \uc5f0\uad6c\ub294 \ubaa8\ub378\uc5d0 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc0ac\uc2e4 \uc815\ubcf4\ub97c \uc8fc\uc785\ud558\ub294 \uac83\uc5d0 \uc0c1\ub2f9\ud55c \ud55c\uacc4\uac00 \uc788\uc74c\uc744 \ubc1d\ud614\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/aclanthology.org\/2024.emnlp-main.15\/#:~:text=\/v1\/2024.-,emnlp%2Dmain.,could%20alleviate%20this%20problem.%22%20%7D\" rel=\"noopener\">2024\ub144 EMNLP \uc5f0\uad6c<\/a>\uc5d0\uc11c\ub294 \ube44\uc9c0\ub3c4 \ud30c\uc778\ud29c\ub2dd\uacfc <a href=\"https:\/\/hblabgroup.com\/ko\/rag%EB%9E%80-%EB%AC%B4%EC%97%87%EC%9E%85%EB%8B%88%EA%B9%8C-%EC%A3%BC%EB%AA%A9-%EB%B0%9B%EC%9D%80-%EC%9D%B4%EC%9C%A0-%EB%B0%8F-%EB%AF%B8%EB%9E%98-%ED%8A%B8%EB%A0%8C%EB%93%9C\/\" target=\"_blank\" rel=\"noopener sponsored\">\uac80\uc0c9 \uac15\ud654 \uc0dd\uc131(RAG)<\/a>\uc744 \ud574\ubd80\ud559, \ucc9c\ubb38\ud559, \ucd5c\uc2e0 \uc0ac\uac74 \ubd84\uc57c\uc5d0\uc11c \ube44\uad50\ud588\ub294\ub370 RAG\uac00 \uc6d4\ub4f1\ud788 \uc6b0\uc218\ud55c \uacb0\uacfc\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 Mistral-7B \ubaa8\ub378\ub85c \ucd5c\uc2e0 \uc0ac\uac74 \uc9c0\uc2dd\uc5d0 \ub300\ud574 \ud3c9\uac00\ud588\uc744 \ub54c RAG\uac00 87.5% \uc815\ud655\ub3c4\ub97c \uae30\ub85d\ud55c \ubc18\uba74, \ud30c\uc778\ud29c\ub2dd\uc740 58.8%\uc5d0 \uadf8\ucce4\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc65c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud30c\uc778\ud29c\ub2dd\ud558\ub294\uac00?<\/h2>\n<h3>\ub3c4\uba54\uc778 \uc9c0\uc2dd \ubd80\uc871<\/h3>\n<p>\uc77c\ubc18\uc801\uc778 \ubaa9\uc801\uc758 \ubaa8\ub378\ub4e4\uc740 \uad11\ubc94\uc704\ud55c \uc778\ud130\ub137 \ud14d\uc2a4\ud2b8\ub97c \uae30\ubc18\uc73c\ub85c \ud6c8\ub828\ub418\uc5b4 \uc804\ubb38 \ubd84\uc57c\uc758 \uae4a\uc740 \uc804\ubb38\uc131\uc744 \uac00\uc9c0\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \uc758\ub8cc \uc9c4\ub2e8, \ubc95\ub960 \ubd84\uc11d, \uae08\uc735 \ubaa8\ub378\ub9c1 \ub4f1 \uc815\ubc00\ud55c \uc9c0\uc2dd\uc774 \ud544\uc694\ud55c \ubd84\uc57c\uc5d0\uc11c\ub294 \uc77c\ubc18 \ud6c8\ub828\ub9cc\uc73c\ub85c\ub294 \ubd80\uc871\ud569\ub2c8\ub2e4.<\/p>\n<p>LLM \ud30c\uc778\ud29c\ub2dd\uc740 \uc774\ub7ec\ud55c \uc77c\ubc18 \ubaa8\ub378\uc744 \ub3c4\uba54\uc778 \uc804\ubb38\uac00 \uc218\uc900\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc815\ubcf4 \ucd5c\uc2e0\uc131 \ubb38\uc81c<\/h3>\n<p>\ubaa8\ub4e0 \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uc740 \uc9c0\uc2dd \ucef7\uc624\ud504 \ub0a0\uc9dc\ub97c \uac00\uc9d1\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 2025\ub144 1\uc6d4\uc5d0 \ud559\uc2b5\ub41c \ubaa8\ub378\uc740 2026\ub144 2\uc6d4\uc758 \uc0ac\uac74\uc744 \uc54c\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74 LLM \ud30c\uc778\ud29c\ub2dd\uc740 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc0ac\uc2e4 \uc815\ubcf4\ub97c \ubc18\uc601\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc774 \uc788\uc73c\uba70, \ucd5c\uc2e0 \uc0ac\uc2e4 \uc5c5\ub370\uc774\ud2b8\uc5d0\ub294 RAG(\uac80\uc0c9 \uac15\ud654 \uc0dd\uc131) \ubc29\uc2dd\uc774 \ub354 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7f0 \ubb38\uc81c\ub294 \uc2dc\uac04\uc774 \uc9c0\ub098\uba74\uc11c \ubaa8\ub378 \uc131\ub2a5\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud55c \uacac\uace0\ud55c MLOps \uad00\ud589 \ud544\uc694\uc131\uacfc\ub3c4 \uc5f0\uacb0\ub429\ub2c8\ub2e4.<\/p>\n<h3>\ud604\uc2e4 \uc131\ub2a5 \ud5a5\uc0c1<\/h3>\n<p>\ub3c4\uba54\uc778 \ud2b9\ud654 \uc6a9\uc5b4\ub85c \ud30c\uc778\ud29c\ub2dd\ud55c \ubaa8\ub378\uc740 \ud604\uc800\ud55c \uc131\ub2a5 \uac1c\uc120\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc758\ub8cc \ubd84\uc57c: \uc758\ud559 \uc6a9\uc5b4 \ud30c\uc778\ud29c\ub2dd\uc744 \ud1b5\ud574 \ud070 \uc131\uacfc\ub97c \uac70\ub460<\/li>\n<li>\uae08\uc735 \uae30\uad00: \uaddc\uc81c \ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4 \uc774\ud574\ub3c4\ub97c \ub192\uc5ec \uc704\ud5d8 \uac10\uc18c<\/li>\n<li>\ubc95\ub960 \ud68c\uc0ac: \ud310\ub840\ub97c \uba87 \uc2dc\uac04 \ub300\uc2e0 \uba87 \ubd84 \ub9cc\uc5d0 \ubd84\uc11d \uac00\ub2a5<\/li>\n<\/ul>\n<h3>\uacbd\uc81c\uc801 \ud6a8\uc728\uc131<\/h3>\n<p>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ucc98\uc74c\ubd80\ud130 \ud6c8\ub828\ud558\ub294 \ub370\ub294 \uc218\uac1c\uc6d4\uacfc \uc218\ubc31\ub9cc \ub2ec\ub7ec, \ubc29\ub300\ud55c \ub370\uc774\ud130\uc14b\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ubc18\uba74 LLM \ud30c\uc778\ud29c\ub2dd\uc740 \uae30\uc874 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud574 \ub3c4\uba54\uc778 \ud2b9\ud654 \ub370\uc774\ud130\ub9cc\uc73c\ub85c \uba70\uce60 \ud639\uc740 \uba87 \uc8fc \uc815\ub3c4 \ube44\uad50\uc801 \uc801\uc740 \ud558\ub4dc\uc6e8\uc5b4 \uc790\uc6d0\uc73c\ub85c\ub3c4 \ud6c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ud30c\uc778\ud29c\ub2dd \uc811\uadfc \ubc29\uc2dd \uc885\ub958<\/h2>\n<figure id=\"attachment_22558\" aria-describedby=\"caption-attachment-22558\" style=\"width: 1366px\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-22558\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc720\ud615.webp\" alt=\"LLM-\ud30c\uc778\ud29c\ub2dd-\uc720\ud615\" width=\"1366\" height=\"768\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc720\ud615.webp 1366w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc720\ud615-1024x576.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc720\ud615-768x432.webp 768w\" sizes=\"(max-width: 1366px) 100vw, 1366px\" \/><figcaption id=\"caption-attachment-22558\" class=\"wp-caption-text\">LLM \u1111\u1161\u110b\u1175\u11ab\u1110\u1172\u1102\u1175\u11bc \uc885\ub958<\/figcaption><\/figure>\n<h3>\uc9c0\ub3c4 \ud559\uc2b5 \ud30c\uc778\ud29c\ub2dd<\/h3>\n<p>\uc9c0\ub3c4 \ud559\uc2b5 \uae30\ubc18 LLM \ud30c\uc778\ud29c\ub2dd\uc740 \uac00\uc7a5 \uc9c1\uad00\uc801\uc778 \ubc29\ubc95\uc73c\ub85c, \ubaa8\ub378\uc5d0\uac8c \uc218\ud589\ud560 \uc791\uc5c5\uc758 \uc785\ucd9c\ub825 \uc608\uc2dc\ub97c \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\ub85c \uc81c\uacf5\ud569\ub2c8\ub2e4. Hugging Face Transformers\ub294 \uc774\ub7ec\ud55c \uc9c0\ub3c4\ud559\uc2b5 \ud30c\uc778\ud29c\ub2dd\uc744 \uc704\ud55c \uc885\ud569 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>Instruction Tuning\uc740 \ubaa8\ub378\uc774 \ud2b9\uc815 \uc791\uc5c5 \uc608\uc2dc \ub300\uc2e0 \uc790\uc5f0\uc5b4\ub85c \ub41c \uc791\uc5c5 \uc124\uba85\uacfc \uc62c\ubc14\ub978 \ub2f5\ubcc0\uc744 \ud559\uc2b5\ud558\ub3c4\ub85d \ud558\ub294 \uc9c4\ud654\ub41c \ubc29\ubc95\uc73c\ub85c, \ub2e4\uc591\ud55c \uc9c0\uc2dc\ub97c \ub530\ub974\ub294 \ub2a5\ub825(\uc81c\ub85c\uc0f7 \uc131\ub2a5)\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<p>\ud558\uc9c0\ub9cc \ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74 Instruction Tuning\uc740 \ubaa8\ub378 \ud589\ub3d9\uacfc \ucd9c\ub825 \ud488\uc9c8\uc740 \uac1c\uc120\ud558\uc9c0\ub9cc \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc0ac\uc2e4 \uc815\ubcf4\ub294 \uac00\ub974\uce58\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ube44\uc9c0\ub3c4 \ud559\uc2b5 \ud30c\uc778\ud29c\ub2dd<\/h3>\n<p>\uacc4\uc18d\ub418\ub294 \uc0ac\uc804 \ud559\uc2b5(continual pre-training)\uc740 \ucd08\uae30 \ud6c8\ub828\uc744 \uc774\uc5b4\ubc1b\ub294 \uacfc\uc815\uc73c\ub85c, \ub3c4\uba54\uc778 \ud2b9\ud654\ub41c \ub77c\ubca8 \uc5c6\ub294 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \ub2e4\uc74c \ud1a0\ud070 \uc608\uce21\uc744 \uacc4\uc18d\ud558\uba70 \ub9e4\uc6b0 \ub0ae\uc740 \ud559\uc2b5\ub960\uc744 \uc0ac\uc6a9\ud574 \uce58\uba85\uc801 \ub9dd\uac01\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uce58\uba85\uc801 \ub9dd\uac01 \ubc29\uc9c0 \uae30\ubc95<\/h3>\n<ul>\n<li>LoRA: \ub300\ubd80\ubd84 \ubaa8\ub378 \uac00\uc911\uce58\ub97c \uace0\uc815\ud558\uace0 \uc791\uc740 \uc5b4\ub311\ud130 \ubaa8\ub4c8\ub9cc \ud6c8\ub828<\/li>\n<li>Elastic Weight Consolidation(EWC): \uc911\uc694\ud55c \ud30c\ub77c\ubbf8\ud130\uc758 \uc5c5\ub370\uc774\ud2b8\ub97c \uc81c\ud55c<\/li>\n<li>\uc815\uaddc\ud654 \uae30\ubc95: \uae09\uaca9\ud55c \uac00\uc911\uce58 \ubcc0\ud654\ub97c \uc5b5\uc81c<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>\uace0\uae09 \uae30\ubc95: RLHF \ubc0f \uadf8 \uc774\uc0c1<\/h3>\n<p>\uc778\uac04 \ud53c\ub4dc\ubc31\uc744 \ud65c\uc6a9\ud55c \uac15\ud654\ud559\uc2b5(RLHF)\uc740 \ucd5c\ucca8\ub2e8 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<p>1.\u00a0\u00a0\u00a0 \ubaa8\ub378 \uc751\ub2f5\uc5d0 \ub300\ud55c \uc778\uac04 \ud3c9\uac00 \uc218\uc9d1<\/p>\n<p>2.\u00a0\u00a0\u00a0 \uc778\uac04 \uc120\ud638\ub3c4\ub97c \uc608\uce21\ud558\ub294 \ubcf4\uc0c1 \ubaa8\ub378 \ud6c8\ub828<\/p>\n<p>3.\u00a0\u00a0\u00a0 \ubcf4\uc0c1 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uac15\ud654\ud559\uc2b5\ud558\uc5ec \uc5b8\uc5b4 \ubaa8\ub378 \ucd5c\uc801\ud654<\/p>\n<p>Direct Preference Optimization (DPO)\uc740 RLHF \uacfc\uc815\uc744 \ub2e8\uc21c\ud654\ud574 \uc778\uac04 \uc120\ud638 \ub370\uc774\ud130\ub85c \uc9c1\uc811 \ucd5c\uc801\ud654\ud558\uc5ec \ubcf5\uc7a1\uc131\uc744 \uc904\uc774\uba74\uc11c \ube44\uc2b7\ud55c \uc131\ub2a5\uc744 \ub2ec\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h2>LLM \ud30c\uc778\ud29c\ub2dd \ubc29\ubc95<\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-22559\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc791\ub3d9-\ubc29\ubc95.webp\" alt=\"LLM-\ud30c\uc778\ud29c\ub2dd-\uc791\ub3d9-\ubc29\ubc95\" width=\"1366\" height=\"768\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc791\ub3d9-\ubc29\ubc95.webp 1366w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc791\ub3d9-\ubc29\ubc95-1024x576.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\uc791\ub3d9-\ubc29\ubc95-768x432.webp 768w\" sizes=\"(max-width: 1366px) 100vw, 1366px\" \/><\/p>\n<h3>1\ub2e8\uacc4: \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n<p>\uc791\uc5c5 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub9de\ub294 \uae30\ubc18 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \ubaa8\ub378 \ud06c\uae30, \uad6c\uc870, \ub3c4\uba54\uc778 \uc801\ud569\uc131\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18 \uc791\uc5c5\uc5d0\ub294 GPT-2\ub098 BERT\uac00 \uc801\ud569\ud558\uba70, \uc804\ubb38 \ubd84\uc57c\ub294 Hugging Face\uc5d0\uc11c \uc720\uc0ac\ud55c \ub370\uc774\ud130\ub85c \uc0ac\uc804\ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ucc3e\uc544\ubcf4\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\uc8fc\uc694<\/strong> <strong>\uace0\ub824\uc0ac\ud56d<\/strong><\/p>\n<ul>\n<li>\uc791\uc5c5\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378 \uad6c\uc870(\ubd84\ub958\uc6a9 \uc778\ucf54\ub354 \uc804\uc6a9, \uc0dd\uc131\uc6a9 \ub514\ucf54\ub354 \uc804\uc6a9 \ub4f1)<\/li>\n<li>\ud30c\uc778\ud29c\ub2dd\uc744 \uc704\ud55c \uac00\uc6a9 \uacc4\uc0b0 \uc790\uc6d0<\/li>\n<li>\uc0c1\uc5c5\uc801 \uc0ac\uc6a9 \uc2dc \ub77c\uc774\uc120\uc2a4 \uc81c\ud55c<\/li>\n<li>\uc720\uc0ac \uc791\uc5c5\uc5d0\uc11c\uc758 \uae30\ubcf8 \uc131\ub2a5 \ud3c9\uac00<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>2\ub2e8\uacc4: \uae30\ubc18 \ubaa8\ub378 \uc774\ud574<\/h3>\n<p>\ud30c\uc778\ud29c\ub2dd \uc804\uc5d0 \uc120\ud0dd\ud55c \ubaa8\ub378\uc758 \uad6c\uc870, \uac15\uc810, \ud55c\uacc4\ub97c \uae4a\uc774 \ud30c\uc545\ud574\uc57c \ud569\ub2c8\ub2e4. \ubaa8\ub378 \uce74\ub4dc\uc640 \ubb38\uc11c\ub97c \uac80\ud1a0\ud558\uc5ec \ub2e4\uc74c\uc744 \ud655\uc778\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc785\ub825\/\ucd9c\ub825 \uc0ac\uc591\uacfc \ud1a0\ud070 \uc81c\ud55c<\/li>\n<li>\uc54c\ub824\uc9c4 \ud3b8\ud5a5\uc774\ub098 \uc2e4\ud328 \uc0ac\ub840<\/li>\n<li>\uad8c\uc7a5 \uc0ac\uc6a9 \uc0ac\ub840 \ubc0f \uc81c\uc57d<\/li>\n<li>\uc0ac\uc804\ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \ub370\uc774\ud130 \ub0b4\uc6a9<\/li>\n<\/ul>\n<p>\uc774\ud574\ub3c4\ub97c \ub192\uc774\uba74 \ud30c\uc778\ud29c\ub2dd \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ubb38\uc81c\ub97c \uc608\ubc29\ud558\uace0 \ud604\uc2e4\uc801\uc778 \uc131\ub2a5 \uae30\ub300\uce58\ub97c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3\ub2e8\uacc4: \ud30c\uc778\ud29c\ub2dd \uc804\ub7b5 \uc815\uc758<\/h3>\n<p>\uac00\uc6a9 \uc790\uc6d0\uacfc \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \uc804\uccb4 \ud30c\uc778\ud29c\ub2dd\uc774\ub098 \ud30c\ub77c\ubbf8\ud130 \ud6a8\uc728\uc801 \ubc29\ubc95\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc804\uccb4 \ud30c\uc778\ud29c\ub2dd\uc740 \ubaa8\ub4e0 \ubaa8\ub378 \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uba70 \ucef4\ud4e8\ud305 \ubd80\ub2f4\uc774 \ud06c\uc9c0\ub9cc \uc720\uc5f0\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4. LoRA \uac19\uc740 \ud30c\ub77c\ubbf8\ud130 \ud6a8\uc728\uc801 \ubc29\ubc95\uc740 \uc77c\ubd80 \ud30c\ub77c\ubbf8\ud130\ub9cc \uc5c5\ub370\uc774\ud2b8\ud574 \uba54\ubaa8\ub9ac\ub97c \uc57d 80% \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\uc804\ub7b5<\/strong> <strong>\uc120\ud0dd<\/strong> <strong>\uc2dc<\/strong> <strong>\uace0\ub824\uc0ac\ud56d<\/strong><\/p>\n<ul>\n<li>GPU \uba54\ubaa8\ub9ac\uc640 \ucef4\ud4e8\ud305 \uc608\uc0b0<\/li>\n<li>\ub370\uc774\ud130\uc14b \ud06c\uae30 \ubc0f \ud488\uc9c8<\/li>\n<li>\ubaa8\ub378 \ub9de\ucda4\ud654 \uae4a\uc774<\/li>\n<li>\ubc30\ud3ec \ud658\uacbd \uc81c\uc57d<\/li>\n<\/ul>\n<h3>4\ub2e8\uacc4: \ud559\uc2b5 \ub370\uc774\ud130\uc14b \uc900\ube44<\/h3>\n<p>\uace0\ud488\uc9c8 \ub370\uc774\ud130\ub294 \uc131\uacf5\uc801\uc778 \ud30c\uc778\ud29c\ub2dd\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \ubaa9\ud45c \uc791\uc5c5\uc5d0 \uc801\ud569\ud55c \ub3c4\uba54\uc778 \ud2b9\ud654 \uc608\uc2dc\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ucc57\ubd07: \uc6d0\ud558\ub294 \ub300\ud654 \uc30d<\/li>\n<li>\ubd84\ub958: \ub77c\ubca8\uc774 \uc788\ub294 \ud14d\uc2a4\ud2b8 \uc0d8\ud50c<\/li>\n<li>\uc694\uc57d: \ubb38\uc11c\uc640 \uc694\uc57d \uc30d<\/li>\n<li>\ucf54\ub4dc \uc0dd\uc131: \uc790\uc5f0\uc5b4 \uc124\uba85\uacfc \ucf54\ub4dc \uc608\uc2dc<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ub370\uc774\ud130<\/strong> <strong>\uc900\ube44<\/strong> <strong>\uc808\ucc28<\/strong><\/p>\n<ul>\n<li>\ucda9\ubd84\ud55c \uc608\uc2dc \ud655\ubcf4(\uc791\uc5c5 \ubcf5\uc7a1\ub3c4\uc5d0 \ub530\ub77c 500~10,000\uac1c \uc774\uc0c1)<\/li>\n<li>\ub370\uc774\ud130 \uc815\uc81c \ubc0f \uc815\ud655\uc131 \uac80\uc99d<\/li>\n<li>\ubaa8\ub378 \uc694\uad6c\uc5d0 \ub9de\ub294 \ud3ec\ub9f7\uc73c\ub85c \ubcc0\ud658(JSON, CSV \ub4f1)<\/li>\n<li>\ud559\uc2b5(80%), \uac80\uc99d(10%), \ud14c\uc2a4\ud2b8(10%) \uc138\ud2b8 \ubd84\ud560<\/li>\n<li>\ud074\ub798\uc2a4 \ubd88\uade0\ud615 \ud574\uc18c<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>5\ub2e8\uacc4: \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130 \ucd08\uae30\ud654 \ubc0f \ud559\uc2b5 \uc124\uc815<\/h3>\n<p>\uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\uace0 \ud559\uc2b5 \ud30c\ub77c\ubbf8\ud130\ub97c \uc124\uc815\ud569\ub2c8\ub2e4. \ud30c\ub77c\ubbf8\ud130 \ud6a8\uc728\uc801 \ubc29\ubc95\uc740 \uae30\ubcf8 \uac00\uc911\uce58\ub97c \uace0\uc815\ud558\uace0 \ud559\uc2b5 \uac00\ub2a5\ud55c \ubaa8\ub4c8\ub9cc \ucd08\uae30\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\uc911\uc694<\/strong> <strong>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130<\/strong><strong>\u00a0<\/strong><\/p>\n<ul>\n<li>\ubc30\uce58 \ud06c\uae30: \uba54\ubaa8\ub9ac\uc640 \ud559\uc2b5 \uc548\uc815\uc131 \uade0\ud615<\/li>\n<li>\ud559\uc2b5 \uc5d0\ud3ed: \ubcf4\ud1b5 3~10\ud68c, \uac80\uc99d \uc190\uc2e4 \ubaa8\ub2c8\ud130\ub9c1\uc73c\ub85c \uacfc\uc801\ud569 \ubc29\uc9c0<\/li>\n<li>\uc6cc\ubc0d\uc5c5 \ub2e8\uacc4: \ud559\uc2b5 \ucd08\ubc18 \ud559\uc2b5\ub960 \uc810\uc9c4\uc801 \uc99d\uac00<\/li>\n<li>\uac00\uc911\uce58 \uac10\uc1e0(Weight Decay): \uacfc\uc801\ud569 \ubc29\uc9c0 \uc815\uaddc\ud654 (\ubcf4\ud1b501)<\/li>\n<\/ul>\n<h3><\/h3>\n<h3>6\ub2e8\uacc4: \ud30c\uc778\ud29c\ub2dd \uc2e4\ud589<\/h3>\n<p>Hugging Face Transformers\ub098 PyTorch \uac19\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc774\uc6a9\ud574 \ud559\uc2b5\uc744 \uc2dc\uc791\ud569\ub2c8\ub2e4. \ud30c\uc778\ud29c\ub2dd\uc740 \uc608\uce21\uacfc \uc2e4\uc81c \ub77c\ubca8 \uac04 \ucc28\uc774\uc5d0 \ub530\ub77c \ubc18\ubcf5\uc801\uc73c\ub85c \ubaa8\ub378 \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\ud559\uc2b5<\/strong> <strong>\uc911<\/strong> <strong>\ubaa8\ub2c8\ud130\ub9c1<\/strong><\/p>\n<ul>\n<li>\ud559\uc2b5 \ubc0f \uac80\uc99d \uc190\uc2e4 \uace1\uc120<\/li>\n<li>\ubd88\uc548\uc815\uc744 \uac10\uc9c0\ud558\uae30 \uc704\ud55c \uadf8\ub798\ub514\uc5b8\ud2b8 \ub178\ub984<\/li>\n<li>\uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9\uacfc \ud559\uc2b5 \uc18d\ub3c4<\/li>\n<li>\uacfc\uc801\ud569 \ucd08\uae30 \uc9d5\ud6c4(\ud559\uc2b5\/\uac80\uc99d \uc9c0\ud45c\uc758 \uad34\ub9ac)<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>7\ub2e8\uacc4: \ud3c9\uac00 \ubc0f \ubc18\ubcf5<\/h3>\n<p>LLM \ud30c\uc778\ud29c\ub2dd \uc644\ub8cc \ud6c4, \ubcf4\ub958\ud574\ub454 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub85c \ubaa8\ub378 \uc131\ub2a5\uc744 \uc885\ud569\uc801\uc73c\ub85c \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc791\uc5c5\ubcc4 \uc8fc\uc694 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ubd84\ub958: \uc815\ud655\ub3c4(Accuracy), \uc815\ubc00\ub3c4(Precision), \uc7ac\ud604\uc728(Recall), F1 \uc810\uc218<\/li>\n<li>\uc0dd\uc131: BLEU, ROUGE, \ud63c\ub780\ub3c4(Perplexity)<\/li>\n<li>\uc9c8\ubb38\uc751\ub2f5: \uc815\ud655 \uc77c\uce58(Exact Match), F1 \uc810\uc218<\/li>\n<li>\uc77c\ubc18 \ub2a5\ub825: MMLU \ub4f1 \ud45c\uc900 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c\uc758 \uc720\uc9c0\ub825<\/li>\n<\/ul>\n<p><strong>\ubc18\ubcf5<\/strong> <strong>\uc808\ucc28<\/strong><\/p>\n<ul>\n<li>\uc2e4\ud328 \uc0ac\ub840 \ubd84\uc11d\uc744 \ud1b5\ud55c \ud328\ud134 \ud30c\uc545<\/li>\n<li>\uac80\uc99d \uc131\ub2a5\uc5d0 \ub530\ub978 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/li>\n<li>\uc57d\uc810\uc744 \ubcf4\uc644\ud558\uae30 \uc704\ud55c \ud559\uc2b5 \ub370\uc774\ud130 \ubcf4\uac15<\/li>\n<li>\ud544\uc694\uc2dc \ub2e4\uc591\ud55c \ud30c\uc778\ud29c\ub2dd \ubc29\ubc95 \uc2e4\ud5d8<\/li>\n<li>\uae30\uc874 \ub2a5\ub825 \uc720\uc9c0 \uc5ec\ubd80 \uac80\uc99d<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 RAG \ubc0f \ud30c\uc778\ud29c\ub2dd \ube44\uad50: \ud575\uc2ec \ucc28\uc774\uc810<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-22560\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\ubc0f-RAG.webp\" alt=\"LLM-\ud30c\uc778\ud29c\ub2dd-\ubc0f-RAG\" width=\"1366\" height=\"768\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\ubc0f-RAG.webp 1366w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\ubc0f-RAG-1024x576.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-\ubc0f-RAG-768x432.webp 768w\" sizes=\"(max-width: 1366px) 100vw, 1366px\" \/><\/p>\n<h3>\uadfc\ubcf8\uc801\uc778 \uc544\ud0a4\ud14d\ucc98 \ucc28\uc774<\/h3>\n<ul>\n<li>\ud30c\uc778\ud29c\ub2dd\uc740 \ud2b9\uc815 \ub370\uc774\ud130\uc14b\uc73c\ub85c \ubaa8\ub378\uc744 \uacc4\uc18d \ud559\uc2b5\uc2dc\ucf1c \uc9c0\uc2dd\uc744 \ubaa8\ub378 \uac00\uc911\uce58\uc5d0 \ub0b4\uc7a5\uc2dc\ud0a4\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/li>\n<li>RAG\ub294 \ubaa8\ub378 \uac00\uc911\uce58\ub97c \uace0\uc815\ud55c \uc0c1\ud0dc\ub85c, \ucd94\ub860 \uc2dc \uc678\ubd80 \uc9c0\uc2dd \uac80\uc0c9 \uae30\ub2a5\uc744 \ud65c\uc6a9\ud574 \uc131\ub2a5\uc744 \ud655\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>\uc9c0\uc2dd \uc720\uc9c0<\/h3>\n<ul>\n<li>\ud30c\uc778\ud29c\ub2dd\uc740 \u2018\uce58\uba85\uc801 \ub9dd\uac01\u2019 \ubb38\uc81c\uc5d0 \uc9c0\uc18d\uc801\uc73c\ub85c \uc9c1\uba74\ud569\ub2c8\ub2e4. \uc774\ubbf8 \ud559\uc2b5\ud55c \uc9c0\uc2dd\uc774 \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc0ac\ub77c\uc9c8 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>RAG\ub294 \uae30\ubcf8 \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130\ub97c \ubcc0\uacbd\ud558\uc9c0 \uc54a\uc544 \uc9c0\uc2dd \uc190\uc2e4\uc774 \uc5c6\uc73c\uba70, \uc5b8\uc81c\ub4e0 \uc678\ubd80 \ub370\uc774\ud130\uc5d0\uc11c \uc815\ubcf4\ub97c \uc870\ud68c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>RAG\uac00 \uc720\ub9ac\ud55c \uacbd\uc6b0<\/h3>\n<p>\uae30\uc874 \uc9c0\uc2dd\uc744 \ud3ec\ud568\ud558\uac70\ub098 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc0ac\uc2e4\uc744 \ubc18\uc601\ud574\uc57c \ud560 \ub54c RAG\uac00 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4. \uac80\uc0c9\ub41c \ubb38\uc11c\uac00 \uae30\ubc18\uc774 \ub418\uc5b4 \ubaa8\ub378\uc774 \ud5db\ub41c \ub2f5\ubcc0\uc744 \ud558\uc9c0 \uc54a\ub3c4\ub85d \ubc29\uc9c0\ud558\uba70 \uae30\uc874 \ud6c8\ub828 \ub370\uc774\ud130 \ubc94\uc704\ub97c \ub118\uc5b4\uc11c\ub294 \uc815\ubcf4\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ud30c\uc778\ud29c\ub2dd\uc774 \uc720\ub9ac\ud55c \uacbd\uc6b0<\/h3>\n<p>\ubaa8\ub378\uc758 \ud589\ub3d9 \uc591\uc2dd, \ucd9c\ub825 \uc2a4\ud0c0\uc77c, \ud2b9\uc815 \uc791\uc5c5 \ucd5c\uc801\ud654\ub97c \ubcc0\uacbd\ud574\uc57c \ud560 \ub54c \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \ubc95\ub960 \ubb38\uc11c\uc640 \uac19\uc774 \uc815\ud655\ud55c \uc6a9\uc5b4 \ubc0f \uc778\uc6a9 \ud615\uc2dd\uc774 \ud544\uc694\ud55c \uacbd\uc6b0, \ube0c\ub79c\ub4dc \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud574\uc57c \ud558\ub294 \uace0\uac1d \uc11c\ube44\uc2a4 \ucc57\ubd07 \uac19\uc740 \uacbd\uc6b0\uc5d0 \ud30c\uc778\ud29c\ub2dd\uc774 \ub354 \uc6b0\uc218\ud55c \uacb0\uacfc\ub97c \ub0c5\ub2c8\ub2e4.<\/p>\n<h3>\ub450 \ubc29\ubc95\uc744 \uacb0\ud569\ud55c \uc0ac\ub840<\/h3>\n<p>\ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8 \uc5f0\uad6c\uc5d0\uc11c\ub294 \ud30c\uc778\ud29c\ub2dd \ubaa8\ub378\uc5d0 RAG\ub97c \ub354\ud55c \uc2e4\ud5d8\uc744 \uc9c4\ud589\ud588\uc2b5\ub2c8\ub2e4. \uc77c\ubd80 \uc870\ud569\uc740 \uc131\ub2a5\uc774 \ub208\uc5d0 \ub744\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc73c\ub098, \uc77c\ubd80\ub294 \ud6a8\uacfc\uac00 \uc5c6\uac70\ub098 \uc18c\ud3ed \uc800\ud558\uac00 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc131\uacf5 \uc5ec\ubd80\ub294 \uad6c\uccb4\uc801\uc778 \ud65c\uc6a9 \uc0ac\ub840\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<p><strong>\ub3d9\uc758\uc5b4<\/strong><strong>(Paraphrase) <\/strong><strong>\ud65c\uc6a9<\/strong><\/p>\n<p>\ub3d9\uc77c \uc0ac\uc2e4\uc758 \ub2e4\uc591\ud55c \ubb38\uc7a5 \ud45c\ud604\uc744 \ubaa8\ub378\uc5d0 \ub178\ucd9c\uc2dc\ud0a4\uba74 \ud559\uc2b5 \ud6a8\uacfc\uac00 \ud06c\uac8c \uc99d\uac00\ud569\ub2c8\ub2e4. 10\uac00\uc9c0 \ubb38\uc7a5\uc73c\ub85c \ubc14\uafd4 \ubcf4\uc5ec\uc900 \ubaa8\ub378\uc774 \ud55c \ubc88\ub9cc \ubcf8 \ubaa8\ub378\ubcf4\ub2e4 \uc815\ud655\ub3c4\uac00 \ud6e8\uc52c \ub192\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\ud30c\ub77c\ubbf8\ud130<\/strong> <strong>\ud6a8\uc728\uc801<\/strong> <strong>\ud30c\uc778\ud29c\ub2dd<\/strong> <strong>\uae30\ubc95<\/strong><\/p>\n<p>\uc804\uccb4 \ud30c\uc778\ud29c\ub2dd\uc740 \uba54\ubaa8\ub9ac \ubd80\ub2f4\uc774 \ud06c\uace0, 70\uc5b5 \ud30c\ub77c\ubbf8\ud130 \ubaa8\ub378\ub3c4 \uc77c\ubc18 \uc18c\ube44\uc790\uc6a9 \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \ubb34\ub9ac\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n<p>LoRA(\uc800\ucc28\uc6d0 \uc801\uc751)\ub294 \uc0ac\uc804 \ud559\uc2b5\ub41c \uac00\uc911\uce58\ub97c \uace0\uc815\ud558\uace0, \uc791\uc740 \uc5b4\ub311\ud130 \ud589\ub82c\uc744 \uc0bd\uc785\ud574 \ud559\uc2b5\ud560 \ud30c\ub77c\ubbf8\ud130\ub97c \uc218\ub9cc \ubd84\uc758 1\ub85c \uc904\uc774\uba74\uc11c \uc131\ub2a5 \uc800\ud558\ub97c \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>QLoRA(\uc591\uc790\ud654 LoRA)\ub294 \uae30\ubcf8 \ubaa8\ub378\uc744 4\ube44\ud2b8 \uc815\ubc00\ub3c4\ub85c \uc555\ucd95\ud558\uace0 \uc5b4\ub311\ud130\ub294 \uace0\uc815\ubc00\ub3c4\ub85c \ud6c8\ub828\ud574, 480GB GPU \ud55c \ub300\ub85c 650\uc5b5 \ud30c\ub77c\ubbf8\ud130 \ubaa8\ub378\uc744 \uac70\uc758 \uc644\uc804 \ud30c\uc778\ud29c\ub2dd \uc218\uc900 \uc815\ud655\ub3c4\ub85c \ub2e4\ub8f0 \uc218 \uc788\uc73c\uba70, \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9\uc740 80% \uc904\uc785\ub2c8\ub2e4.<\/p>\n<h2>RAG\uc640 \ud30c\uc778\ud29c\ub2dd \uc120\ud0dd \uae30\uc900<\/h2>\n<h3>\ub370\uc774\ud130 \ud2b9\uc131<\/h3>\n<p>\uc815\uc801 \uc9c0\uc2dd(\uc5ed\uc0ac\uc801 \uc0ac\uac74, \uacfc\ud559 \uc6d0\ub9ac \ub4f1)\uc5d0\ub294 \ud30c\uc778\ud29c\ub2dd\uc774 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub3d9\uc801 \uc9c0\uc2dd(\ub274\uc2a4, \uc8fc\uc2dd \uc2dc\uc138, \uc81c\ud488 \uce74\ud0c8\ub85c\uadf8 \ub4f1)\uc740 \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud558\ubbc0\ub85c RAG\uac00 \ub354 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\uc5c5\ub370\uc774\ud2b8<\/strong> <strong>\ube48\ub3c4<\/strong><\/h3>\n<p>\uc77c\uac04, \uc2dc\uac04 \ub2e8\uc704 \uc5c5\ub370\uc774\ud2b8\uac00 \ud544\uc694\ud558\uba74 RAG\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubd84\uae30\ubcc4, \uc5f0\uac04 \uc5c5\ub370\uc774\ud2b8\ub77c\uba74 \ud30c\uc778\ud29c\ub2dd\ub3c4 \uac00\ub2a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>\uc790\uc6d0<\/strong> <strong>\uc81c\uc57d<\/strong><\/h3>\n<p>\ud30c\uc778\ud29c\ub2dd\uc740 GPU \ud074\ub7ec\uc2a4\ud130, \uace0\uae09 ML \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uae34 \uc2dc\uac04 \ud22c\uc790\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>RAG\ub294 \uc784\ubca0\ub529 \ubaa8\ub378\uacfc \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub9cc \uc694\uad6c\ud558\uba70, \uc804\ubb38\uc131\uc774\ub098 \ud559\uc2b5 \ubd80\ub2f4\uc774 \uc0c1\ub300\uc801\uc73c\ub85c \ub0ae\uace0 \uc5c5\ub370\uc774\ud2b8\uac00 \uc27d\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\uc9c0\uc2dd<\/strong> <strong>\uc720\ud615<\/strong><\/p>\n<ul>\n<li>\uc0ac\uc2e4 \uae30\ubc18 \ud68c\uc0c1\uc740 RAG\ub97c \uc120\ud638\ud569\ub2c8\ub2e4(\uc81c\ud488 \uc0ac\uc591, \uc5ed\uc0ac \uc870\ud68c, \uae30\uc220 \ubb38\uc11c, \ucd5c\uc2e0 \uc0ac\uac74).<\/li>\n<li>\ubcf5\uc7a1\ud55c \ucd94\ub860\uc774\ub098 \ub3c4\uba54\uc778 \ud2b9\ud654 \ub17c\ub9ac \uc801\uc6a9\uc740 \ud30c\uc778\ud29c\ub2dd\uc774 \uc6b0\uc218\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>\uc758\uc0ac\uacb0\uc815<\/strong> <strong>\ud504\ub808\uc784\uc6cc\ud06c<\/strong><\/h3>\n<ul>\n<li>\uc9c0\uc2dd \ubca0\uc774\uc2a4\uac00 \uc5bc\ub9c8\ub098 \uc790\uc8fc \ubcc0\ud558\ub294\uac00?<\/li>\n<li>\uac00\uc6a9 \uc790\uc6d0(\uacc4\uc0b0 \ub2a5\ub825, \uc804\ubb38 \uc9c0\uc2dd, \uc2dc\uac04)\uc740 \uc5b4\ub290 \uc815\ub3c4\uc778\uac00?<\/li>\n<li>\uc18d\ub3c4\uc640 \uc815\ud655\uc131 \uc911 \uc5b4\ub290 \ucabd\uc744 \uc6b0\uc120\ud558\ub294\uac00?<\/li>\n<li>\uc0c8\ub85c\uc6b4 \uc0ac\uc2e4\uc744 \uac00\ub974\uce58\ub294\uac00, \uc544\ub2c8\uba74 \ubaa8\ub378 \uc0ac\uace0 \ubc29\uc2dd\uc744 \ubc14\uafb8\ub294\uac00?<\/li>\n<li>\uac04\ub2e8\ud55c \ubc29\ubc95\uc73c\ub85c \ucda9\ubd84\ud55c \uacb0\uacfc\uac00 \uac00\ub2a5\ud55c\uac00?<\/li>\n<\/ul>\n<p>OpenAI\ub294 \ud30c\uc778\ud29c\ub2dd \uc804 \ud504\ub85c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \ud504\ub85c\ud504\ud2b8 \uccb4\uc774\ub2dd, \ud568\uc218 \ud638\ucd9c \ub4f1 \uac04\ub2e8\ud55c \ubc29\ubc95\ubd80\ud130 \uc2dc\ub3c4\ud560 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<p>\ucc98\uc74c\uc5d0\ub294 \ub2e8\uc21c\ud55c \uc811\uadfc\ubd80\ud130 \uc2dc\uc791\ud558\uace0 \ud544\uc694\ud560 \ub54c \uc810\uc9c4\uc801\uc73c\ub85c \ubcf5\uc7a1\uc131\uc744 \ub192\uc5ec\uac00\ub294 \uc804\ub7b5\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>HBLAB\uac00 RAG \ubc0f LLM \ud30c\uc778\ud29c\ub2dd\uc5d0 \uc801\ud569\ud55c \uc774\uc720<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-22561\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-1.webp\" alt=\"LLM-\ud30c\uc778\ud29c\ub2dd\" width=\"2560\" height=\"1201\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-1.webp 2560w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-1-1024x480.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/03\/LLM-\ud30c\uc778\ud29c\ub2dd-1-768x360.webp 768w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p>HBLAB\uc5d0\uc11c\ub294 9\ub144\uac04\uc758 \uc9d1\uc911\uc801\uc778 \uc5f0\uad6c\uc640 \uae30\uc5c5 \ud611\uc5c5\uc744 \ud1b5\ud574 AI \uc5ed\ub7c9\uc744 \uc785\uc99d\ud588\uc2b5\ub2c8\ub2e4. \uc800\ud76c \ud300\uc740 \ucd5c\uc2e0 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uae30\uc220\uacfc \ub3d9\uc2dc\uc5d0 \uace0\uac1d \ube44\uc988\ub2c8\uc2a4\uc758 \ud604\uc2e4\uc801 \uc81c\uc57d\uc744 \uae4a\uc774 \uc774\ud574\ud558\uace0 \uc788\uc73c\uba70, \uc2e0\ub8b0\uc131, \uac70\ubc84\ub10c\uc2a4, \uc7a5\uae30 \uc720\uc9c0\uad00\ub9ac \uac00\ub2a5\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc800\ud76c\ub294 \ub450 \uac00\uc9c0 \uac15\ub825\ud55c \uc811\uadfc\ubc95\uc744 \uacb0\ud569\ud574 \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4\ub97c \uc815\ud655\ud788 \uc774\ud574\ud558\ub294 AI \uc5b4\uc2dc\uc2a4\ud134\ud2b8\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/p>\n<p>M-RAG \ud50c\ub7ab\ud3fc\uc740 \ubaa8\ub378\uc744 \uace0\uac1d\uc758 \ub0b4\ubd80 \uc9c0\uc2dd \uae30\ubc18\uacfc \uc9c1\uc811 \uc5f0\uacb0\ud558\uc5ec \ubaa8\ub4e0 \ub2f5\ubcc0\uc744 \uc2e4\uc81c \ubb38\uc11c\uc5d0 \uadfc\uac70\ud558\ub3c4\ub85d \ud558\uba74\uc11c \ud5c8\uc704 \uc815\ubcf4 \uc0dd\uc131(\ud5db\ubc1c)\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc218\uc900\uc758 LLM \ud30c\uc778\ud29c\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \ud1a4, \uc791\uc5c5 \ud750\ub984, \ub3c4\uba54\uc778 \ud2b9\ud654 \ucd94\ub860 \ub4f1\uc744 \ub9de\ucda4\ud654\ud574 \uc2dc\uc2a4\ud15c\uc774 \uace0\uac1d\uc0ac\uc758 \uc5b8\uc5b4\uc640 \ud504\ub85c\uc138\uc2a4\uc5d0 \uc644\ubcbd\ud788 \uc801\uc751\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p>HBLAB\ub294 \ud604\uc5c5\uc5d0 \ubc14\ub85c \uc801\uc6a9 \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. 50\uba85 \uc774\uc0c1 AI \uc804\ubb38\uac00\uc640 \uce74\uae00 \ub7ad\ud0b9 \ub9ac\ub354, \uadf8\ub9ac\uace0 AWS, Azure, GCP\uc5d0\uc11c \uae34\ubc00\ud788 \uc6b4\uc601\ub418\ub294 \uac15\ub825\ud55c <a href=\"https:\/\/hblabgroup.com\/ko\/what-is-mlops-and-implement-methods-kr\/\" target=\"_blank\" rel=\"noopener sponsored\">MLOps<\/a> \uc5ed\ub7c9\uc744 \ubc14\ud0d5\uc73c\ub85c \ub370\uc774\ud130 \uc900\ube44, \ubaa8\ub378 \uc120\uc815, RAG \ud30c\uc774\ud504\ub77c\uc778 \uc801\uc6a9, \ud30c\ub77c\ubbf8\ud130 \ud6a8\uc728\uc801 \ud30c\uc778\ud29c\ub2dd, \uc9c0\uc18d \ubaa8\ub2c8\ud130\ub9c1\uae4c\uc9c0 \ubaa8\ub4e0 \uacfc\uc815\uc744 \ucc45\uc784\uc9c0\uace0 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc6b0\ub9ac\ub294 \u201c\uc6d0 \ud300(One Team)\u201d AI \ud30c\ud2b8\ub108\uac00 \ub418\uc5b4 \ucca8\ub2e8 LLM \uae30\uc220\uc744 \uc2e4\uc9c8\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\ub85c \uc804\ud658\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/hblabgroup.com\/ko\/ai-solutions\/\">AI \uc194\ub8e8\uc158 \uc18c\uac1c<\/a>\ub97c \ud1b5\ud574 \ub354\uc6b1 \uc790\uc138\ud55c \ub0b4\uc6a9\uc744 \ud655\uc778\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ub9c8\ubb34\ub9ac<\/h2>\n<p>LLM \ud30c\uc778\ud29c\ub2dd\uc740 \ubc94\uc6a9 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud2b9\uc815 \ubd84\uc57c \uc804\ubb38\uac00\ub85c \ubcc0\ud654\uc2dc\ud0b5\ub2c8\ub2e4. \uc758\ub8cc, \uae08\uc735, \ubc95\ub960, \uae30\uc220 \ub4f1 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uad70\uc5d0\uc11c \ub3c4\uba54\uc778 \ud2b9\ud654 \ud559\uc2b5\uc744 \ud1b5\ud574 \ub208\uc5d0 \ub744\ub294 \uc131\uacfc \uac1c\uc120\uc744 \uacbd\ud5d8\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>RAG\uc640 \ud30c\uc778\ud29c\ub2dd\uc758 \ube44\uad50 \uc815\ub9ac<\/p>\n<p>RAG\ub294 \uc0c8\ub85c\uc6b4 \uc0ac\uc2e4 \uc815\ubcf4\ub97c \ubc18\uc601\ud558\ub294 \ub370 \uc788\uc5b4 \ube44\uc9c0\ub3c4 \ud30c\uc778\ud29c\ub2dd\ubcf4\ub2e4 20~30%p \uc774\uc0c1\uc758 \uc815\ud655\ub3c4 \ucc28\uc774\ub85c \uafb8\uc900\ud788 \uc55e\uc12d\ub2c8\ub2e4.<\/p>\n<p>\ud30c\uc778\ud29c\ub2dd\uc740 \ubaa8\ub378 \ud589\ub3d9 \uc218\uc815, \uc77c\uad00\ub41c \uc2a4\ud0c0\uc77c, \uc804\ubb38\uc801 \ucd94\ub860 \ud328\ud134 \uad6c\ud604\uc5d0 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/p>\n<p>\uc120\ud0dd \uae30\uc900\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \ucc38\uace0\ud558\uba74\u00a0 \ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc9c0\uc2dd\uc774 \uc790\uc8fc \ubcc0\ud558\ub294 \uacbd\uc6b0 \u2192 RAG<\/li>\n<li>\ud589\ub3d9 \ud328\ud134 \ubcc0\uacbd\uc774 \ud544\uc694\ud55c \uacbd\uc6b0 \u2192 \ud30c\uc778\ud29c\ub2dd<\/li>\n<li>\ucd5c\uc2e0 \uc0ac\uc2e4\uc5d0 \uae30\ubc18\ud55c \ubcf5\uc7a1\ud55c \ucd94\ub860 \u2192 \ub450 \ubc29\ubc95 \ubcd1\ud589<\/li>\n<\/ul>\n<p>\ud30c\uc778\ud29c\ub2dd\uc758 \ub300\uc911\ud654<\/p>\n<p>LoRA, QLoRA, \uc5b4\ub311\ud130 \ud29c\ub2dd\uacfc \uac19\uc740 \ud30c\ub77c\ubbf8\ud130 \ud6a8\uc728\uc801 \ubc29\ubc95\ub4e4\uc740 \uba54\ubaa8\ub9ac \uc694\uad6c\ub7c9\uc744 80%\uac00\ub7c9 \uc904\uc5ec, \uacfc\uac70 \uace0\uac00\uc758 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\uac00 \ud544\uc694\ud588\ub358 \ubaa8\ub378\ub4e4\ub3c4 \uac1c\uc778 GPU\ub85c \ud30c\uc778\ud29c\ub2dd\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 \ubc29\ud5a5\uc740 \uba3c\uc800 \ud30c\uc778\ud29c\ub2dd\uc774 \uc815\ub9d0 \ud544\uc694\ud55c\uc9c0 \ud3c9\uac00\ud574 \ubcf4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ud504\ub85c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc RAG\ub85c \uc2dc\uc791\ud574 \ubcf4\uc2ed\uc2dc\uc624. \uc774\ub4e4 \ubc29\ubc95\uc774 \ub54c\ub85c\ub294 \ud6e8\uc52c \uc801\uc740 \ub178\ub825\uc73c\ub85c\ub3c4 \uc6d0\ud558\ub294 \uacb0\uacfc\ub97c \ub2ec\uc131\ud569\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub9ac\uace0 \ud30c\uc778\ud29c\ub2dd\uc774 \ud544\uc694\ud558\ub2e4\uace0 \ud310\ub2e8\ub420 \ub54c\ub294<\/p>\n<ul>\n<li>\ub370\uc774\ud130 \ud488\uc9c8\uc5d0 \ud22c\uc790<\/li>\n<li>\ud30c\ub77c\ubbf8\ud130 \ud6a8\uc728\uc801 \ubc29\ubc95\uc73c\ub85c \uc2dc\uc791<\/li>\n<li>\uc791\uc5c5 \uc131\ub2a5\uacfc \uc77c\ubc18 \ub2a5\ub825 \ubaa8\ub450 \ucca0\uc800\ud788 \ud3c9\uac00<\/li>\n<li>\uc9c0\uc18d\uc801\uc778 \uc720\uc9c0 \uad00\ub9ac\ub97c \uacc4\ud68d<\/li>\n<\/ul>\n<p>\uae30\uc220\uc740 \uba40\ud2f0\ubaa8\ub2ec \uae30\ub2a5, \uc5f0\ud569\ud559\uc2b5, \uc9c0\uc18d\uc801 \uc801\uc751 \ub4f1\uc73c\ub85c \ube60\ub974\uac8c \uc9c4\ud654\ud558\uace0 \uc788\uc9c0\ub9cc, \uae30\ubcf8 \uc6d0\uce59\uc740 \ubcc0\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc694\uad6c\uc0ac\ud56d\uc744 \uba85\ud655\ud788 \uc774\ud574\ud558\uace0, \ubb38\uc81c\uc5d0 \ub9de\ub294 \ubc29\ubc95\uc744 \uc120\ud0dd\ud558\uba70, \ub2e8\uc21c\ud55c \uc811\uadfc\ubd80\ud130 \uc2dc\uc791\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc778 \uc791\uc5c5\uc5d0\ub294 \ub6f0\uc5b4\ub098\uc9c0\ub9cc \uc804\ubb38\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c\ub294 \ud55c\uacc4\ub97c \ubcf4\uc774\uace4 \ud569\ub2c8\ub2e4. LLM \ud30c\uc778\ud29c\ub2dd\uc740 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":22563,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[47,52,51,55,54,53],"tags":[],"class_list":["post-22553","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ar-ko","category-it-outsourcing-ko","category-it-consulting-ko","category-staff-augmentation-ko","category-power-platform-ko","category-managed-services-ko"],"_links":{"self":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/22553","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/comments?post=22553"}],"version-history":[{"count":0,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/22553\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media\/22563"}],"wp:attachment":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media?parent=22553"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/categories?post=22553"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/tags?post=22553"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}