{"id":12864,"date":"2025-06-26T17:26:32","date_gmt":"2025-06-26T09:26:32","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=12864"},"modified":"2026-04-09T17:25:29","modified_gmt":"2026-04-09T09:25:29","slug":"what-is-mlops","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ko\/what-is-mlops","title":{"rendered":"MLOps\ub780 \ubb34\uc5c7\uc778\uac00? \ud604\ub300 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc5d0 \ud544\uc218\uc801\uc778 \uc694\uc18c!"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>MLOps\uc758 \uc815\uc758\uc640 \uc911\uc694\uc131<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>MLOps\ub780 \ubb34\uc5c7\uc778\uac00?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps(Machine Learning Operations)\ub294 \uba38\uc2e0\ub7ec\ub2dd \uac1c\ubc1c\uacfc IT \uc6b4\uc601 \uad00\ub9ac\ub97c \uacb0\ud569\ud55c \uc2e4\ucc9c \ubc29\ubc95\ub860\uc73c\ub85c, \ud575\uc2ec \ubaa9\ud45c\ub294 AI \ubaa8\ub378\uc758 \uac1c\ubc1c\ubd80\ud130 \ubc30\ud3ec, \uc9c0\uc18d\uc801\uc778 \uc720\uc9c0\ubcf4\uc218\uc5d0 \uc774\ub974\ub294 \uc804\uccb4 \ub77c\uc774\ud504\uc0ac\uc774\ud074\uc744 \uc790\ub3d9\ud654\ud558\uace0 \uac04\uc18c\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 DevOps\uc758 \ud575\uc2ec \uac1c\ub150\uc744 \ucc28\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uacfc\ud559\uc790, \uba38\uc2e0\ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4 \ubc0f IT \uc6b4\uc601 \ud300\uc744 \uae34\ubc00\ud788 \uc5f0\uacc4\ud558\uace0, \ubaa8\ub378\uc758 \ud6c8\ub828, \uac80\uc99d, \ubc30\ud3ec, \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc720\uc9c0 \uad00\ub9ac\ub97c \uad00\ub9ac\ud558\uae30 \uc704\ud55c \ud45c\uc900\ud654\ub41c \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4. MLOps\ub294 \ub2e8\uc21c\ud55c \uae30\uc220 \ub3c4\uad6c \uc9d1\ud569\uc744 \ub118\uc5b4 \ubb38\ud654\uc640 \uc870\uc9c1 \ubc29\uc2dd\uc758 \uc804\ud658\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uae30\ub2a5 \uac04 \ud300 \ud611\uc5c5\uc744 \uac15\uc870\ud558\uba70 \uc790\ub3d9\ud654 \ub3c4\uad6c \uccb4\uc778\uc744 \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc758 \ud655\uc7a5\uc131, \uc2e0\ub8b0\uc131, \uc720\uc9c0\ubcf4\uc218\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud604\ub300 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc5d0 MLOps\uac00 \ud544\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud604\ub300 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uac00 MLOps\ub97c \uc2dc\uae09\ud788 \ud544\uc694\ub85c \ud558\ub294 \uc8fc\ub41c \uc774\uc720\ub294 \uc804\ud1b5\uc801\uc778 \uc2e4\ud5d8\uc801 \uac1c\ubc1c \ubc29\uc2dd\uc774 \uae30\uc5c5\uae09 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc694\uad6c\ub97c \ucda9\uc871\uc2dc\ud0a4\uc9c0 \ubabb\ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. AI \uae30\uc220\uc774 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0 \uae4a\uc774 \uc801\uc6a9\ub418\uba74\uc11c \uae30\uc5c5\uc740 \ubaa8\ub378 \ubc84\uc804 \uad00\ub9ac\uc758 \ubcf5\uc7a1\uc131, \uc2e4\ud5d8 \uacb0\uacfc \uc7ac\ud604\uc758 \uc5b4\ub824\uc6c0, \ubaa8\ub378 \ubc30\ud3ec \ud504\ub85c\uc138\uc2a4\uc758 \ubc88\uac70\ub85c\uc6c0, \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\uc758 \ubaa8\ub378 \uc131\ub2a5 \ubaa8\ub2c8\ud130\ub9c1 \uc5b4\ub824\uc6c0 \ub4f1\uc758 \uacfc\uc81c\uc5d0 \uc9c1\uba74\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. MLOps\ub294 \uccb4\uacc4\uc801\uc778 \ud574\uacb0\ucc45\uc744 \uc81c\uacf5\ud558\uc5ec \ubaa8\ub378 \uac1c\ubc1c\uc758 \uc7ac\ud604\uc131\uacfc \ucd94\uc801\uc131\uc744 \ubcf4\uc7a5\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ubaa8\ub378\uc758 \uc2e0\uc18d\ud55c \ubc18\ubcf5\uacfc \uc548\uc815\uc801\uc778 \ubc30\ud3ec\ub97c \uc2e4\ud604\ud568\uc73c\ub85c\uc368 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc758 \uc131\uacf5\ub960\uacfc \ud22c\uc790 \uc218\uc775\ub960\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\uba38\uc2e0\ub7ec\ub2dd \uac1c\ubc1c\uc758 \uc8fc\uc694 \ubb38\uc81c\uc810\uacfc \ubcd1\ubaa9 \ud604\uc0c1<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc7ac\ud604\uc131 \ubb38\uc81c: \uba38\uc2e0\ub7ec\ub2dd \uc2e4\ud5d8\uc740 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ud504\ub85c\uc138\uc2a4\uc640 \ub2e4\uc591\ud55c \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc758\uc874\uc131\uc744 \uc218\ubc18\ud569\ub2c8\ub2e4. \uc2e4\ud5d8 \ud658\uacbd, \ub370\uc774\ud130 \ubc84\uc804 \ub610\ub294 \ucf54\ub4dc\uac00 \ubcc0\uacbd\ub420 \uacbd\uc6b0 \uc774\uc804 \uc2e4\ud5d8 \uacb0\uacfc\ub97c \uc7ac\ud604\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \uc2e0\ub8b0\uc131\uc744 \uc800\ud574\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ub514\ubc84\uae45\uacfc \ucd5c\uc801\ud654 \ub09c\uc774\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubc30\ud3ec \uc5b4\ub824\uc6c0: \uc2e4\ud5d8 \ud658\uacbd\uc5d0\uc11c \uc6b4\uc601 \ud658\uacbd\uc73c\ub85c\uc758 \uc804\ud658 \uacfc\uc815\uc740 \ub3c4\uc804\uc801\uc785\ub2c8\ub2e4. \ubaa8\ub378\uc774 \ub85c\uceec\uc5d0\uc11c\ub294 \uc798 \uc791\ub3d9\ud574\ub3c4 \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \uc131\ub2a5\uc774 \uc800\ud558\ub418\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc73c\uba70, \uc774\ub294 \uc8fc\ub85c \ud658\uacbd \ucc28\uc774, \ub370\uc774\ud130 \ubd84\ud3ec \ubcc0\ud654 \ub610\ub294 \uc790\uc6d0 \uc81c\uc57d \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud300 \ud611\uc5c5 \uc5b4\ub824\uc6c0: \ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 AI \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc790\uc6d0\uc744 \uacf5\uc720\ud558\uba70 \uc2e4\ud5d8\uacfc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc744 \ub3d9\uc2dc\uc5d0 \uc218\ud589\ud558\ub2e4 \ubcf4\ub2c8 \uc790\uc6d0 \uacbd\uc7c1\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub294 \uba85\ud655\ud55c \uc5ed\ud560 \ubd84\ub2f4\uc774 \ubd80\uc871\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ud6a8\uc728\uc801\uc778 \uc804\ub2ec \ud504\ub85c\uc138\uc2a4\ub97c \ubc29\ud574\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc720\uc9c0\ubcf4\uc218 \ube44\uc6a9 \uc99d\uac00: \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc77c\ud68c\uc131 \uc81c\ud488\uc774 \uc544\ub2c8\uba70 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc5c5\ub370\uc774\ud2b8\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ub4dc\ub9ac\ud504\ud2b8, \ubaa8\ub378 \ub178\ud6c4\ud654, \uc131\ub2a5 \uc800\ud558 \ub4f1\uc758 \ubb38\uc81c\ub294 \uc2e0\uc18d\ud788 \ubc1c\uacac \ubc0f \ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uccb4\uacc4\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc720\uc9c0\ubcf4\uc218 \uba54\ucee4\ub2c8\uc998\uc774 \ubd80\uc871\ud558\uba74 \ub192\uc740 \uc778\uac74\ube44\uc640 \uc2dc\uc2a4\ud15c \ub9ac\uc2a4\ud06c\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MLOps\uc758 \ud575\uc2ec \uae30\ub2a5\uacfc \uc6d0\uce59<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubc84\uc804 \uad00\ub9ac: MLOps\ub294 \ubc84\uc804 \uad00\ub9ac \uac1c\ub150\uc744 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubaa8\ub4e0 \uce21\uba74(\ucf54\ub4dc \ubc84\uc804, \ub370\uc774\ud130 \ubc84\uc804, \ubaa8\ub378 \ubc84\uc804, \uc2e4\ud5d8 \ubc84\uc804)\uc73c\ub85c \ud655\uc7a5\ud569\ub2c8\ub2e4. \uc644\ubcbd\ud55c \ubc84\uc804 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \ud300\uc740 \uac01 \uc2e4\ud5d8\uc758 \uc804\uccb4 \uc774\ub825\uc744 \ucd94\uc801\ud558\uc5ec \uacb0\uacfc\uc758 \uc7ac\ud604\uc131\uacfc \ucd94\uc801\uc131\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc790\ub3d9\ud654: \uc790\ub3d9\ud654\ub294 MLOps\uc758 \ud575\uc2ec\uc73c\ub85c, \ub370\uc774\ud130 \uc900\ube44, \ubaa8\ub378 \ud6c8\ub828, \ud3c9\uac00\ubd80\ud130 \ubc30\ud3ec\uae4c\uc9c0\uc758 \uc804\uccb4 \ud504\ub85c\uc138\uc2a4\ub97c \ud3ec\uad04\ud569\ub2c8\ub2e4. \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c \ud1b5\ud574 \uc218\ub3d9 \uc791\uc5c5\uc758 \uc624\ub958\ub97c \ud06c\uac8c \uc904\uc774\uace0 \uc791\uc5c5 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uba70 \ud504\ub85c\uc138\uc2a4\uc758 \ud45c\uc900\ud654\uc640 \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc9c0\uc18d\uc801 \ud1b5\ud569\/\ubc30\ud3ec(CI\/CD): \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc758 CI\/CD \uac1c\ub150\uc744 \ucc28\uc6a9\ud558\uc5ec MLOps\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc5d0 \ud2b9\ud654\ub41c \uc9c0\uc18d\uc801 \ud1b5\ud569 \ubc0f \ubc30\ud3ec \ud504\ub85c\uc138\uc2a4\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc790\ub3d9\ud654\ub41c \ud14c\uc2a4\ud2b8, \ubaa8\ub378 \uac80\uc99d, \uc131\ub2a5 \ud3c9\uac00, \uc810\uc9c4\uc801 \ubc30\ud3ec \ub4f1\uc774 \ud3ec\ud568\ub418\uc5b4 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc774 \uc548\uc804\ud558\uace0 \uc548\uc815\uc801\uc73c\ub85c \uc0dd\uc0b0 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ub420 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubaa8\ub2c8\ud130\ub9c1\uacfc \uad00\uce21 \uac00\ub2a5\uc131: \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\uc758 \ubaa8\ub378 \ubaa8\ub2c8\ud130\ub9c1\uc740 MLOps\uc758 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774\ub294 \uc804\ud1b5\uc801\uc778 \uc2dc\uc2a4\ud15c \uc131\ub2a5 \ubaa8\ub2c8\ud130\ub9c1\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc608\uce21 \uc815\ud655\ub3c4, \ub370\uc774\ud130 \ub4dc\ub9ac\ud504\ud2b8, \ud2b9\uc9d5 \ubd84\ud3ec \ubcc0\ud654 \ub4f1 \ubaa8\ub378 \ud2b9\ud654 \uc9c0\ud45c\uae4c\uc9c0 \ud3ec\uad04\ud569\ub2c8\ub2e4. \uccb4\uacc4\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc740 \ubb38\uc81c\ub97c \uc870\uae30\uc5d0 \ubc1c\uacac\ud558\uc5ec \ubaa8\ub378 \uc131\ub2a5 \uc800\ud558\uac00 \ube44\uc988\ub2c8\uc2a4\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MLOps\uc5d0\uc11c \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \ub3c4\uad6c<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/mlflow.org\/\" target=\"_blank\" rel=\"noopener\">MLflow<\/a>: \uc624\ud508\uc18c\uc2a4 \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ud504\uc0ac\uc774\ud074 \uad00\ub9ac \ud50c\ub7ab\ud3fc\uc778 MLflow\ub294 \uc2e4\ud5d8 \ucd94\uc801, \ubaa8\ub378 \ub4f1\ub85d, \ubaa8\ub378 \ubc30\ud3ec \ub4f1\uc758 \ud575\uc2ec \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc9c0\uc6d0\ud558\uba70, \uc2e4\ud5d8 \ub9e4\uac1c\ubcc0\uc218, \uc9c0\ud45c \ubc0f \uc0b0\ucd9c\ubb3c\uc744 \uae30\ub85d\ud558\uace0 \ubaa8\ub378 \ubc84\uc804 \uad00\ub9ac \ubc0f \ubc30\ud3ec \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.kubeflow.org\/\" target=\"_blank\" rel=\"noopener\">Kubeflow<\/a>: Kubernetes \uae30\ubc18 \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0 \ud50c\ub7ab\ud3fc\uc73c\ub85c, \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \ud655\uc7a5 \uac00\ub2a5\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uad6c\ucd95 \ubc0f \ubc30\ud3ec\uc5d0 \ud2b9\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc644\uc804\ud55c \uba38\uc2e0\ub7ec\ub2dd \ud30c\uc774\ud504\ub77c\uc778 \uad00\ub9ac\ub97c \uc81c\uacf5\ud558\uba70, \ubd84\uc0b0 \ud6c8\ub828 \ubc0f \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><a href=\"https:\/\/dvc.org\/\" target=\"_blank\" rel=\"noopener\">DVC<\/a>(Data Version Control): \ub370\uc774\ud130 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc804\uc6a9 \ubc84\uc804 \uad00\ub9ac \ub3c4\uad6c\ub85c, \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ud30c\uc77c\uc758 \ubc84\uc804 \uad00\ub9ac\ub97c \ucc98\ub9ac\ud558\uba70 Git\uacfc \uc6d0\ud65c\ud558\uac8c \ud1b5\ud569\ub418\uc5b4 \ub370\uc774\ud130, \ucf54\ub4dc, \ubaa8\ub378\uc758 \ud1b5\ud569 \ubc84\uc804 \uad00\ub9ac\ub97c \uc2e4\ud604\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><a href=\"https:\/\/airflow.apache.org\/\" target=\"_blank\" rel=\"noopener\">Apache Airflow<\/a>: \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud50c\ub7ab\ud3fc\uc73c\ub85c\uc11c Airflow\ub294 MLOps\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubaa8\ub378 \ud6c8\ub828 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uba70, \ud48d\ubd80\ud55c \uc2a4\ucf00\uc904\ub9c1 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><a href=\"https:\/\/wandb.ai\/site\/\" target=\"_blank\" rel=\"noopener\">Weights &amp; Biases<\/a>(wandb): \uc2e4\ud5d8 \ucd94\uc801 \ubc0f \ud611\uc5c5\uc5d0 \ud2b9\ud654\ub41c \ud50c\ub7ab\ud3fc\uc73c\ub85c, \uc2e4\uc2dc\uac04 \uc2e4\ud5d8 \ubaa8\ub2c8\ud130\ub9c1, \uacb0\uacfc \uc2dc\uac01\ud654 \ubc0f \ud300 \ud611\uc5c5 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uba70 \ud2b9\ud788 \uc5f0\uad6c\ud615 \ud300\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\uc778\ud53c\ub2c8\ud2f1\uc2a4<\/strong><strong> AI-Stack \ud50c\ub7ab\ud3fc\uc774 \uc81c\uacf5\ud558\ub294 MLOps \uc11c\ube44\uc2a4<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ai-stack.ai\/ko\/\">AI-Stack<\/a>\uc740 \uae30\uc5c5\uc774 AI \uc778\ud504\ub77c \uad00\ub9ac \uacfc\uc81c\ub97c \ud574\uacb0\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 \uc5f0\uad6c\uc6d0\uc5d0\uac8c \uc77c\ub828\uc758 MLOps \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec AI \uac1c\ubc1c \uc791\uc5c5\uc744 \ubcf4\ub2e4 \uc6d0\ud65c\ud558\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc8fc\uc694 \uc11c\ube44\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MLS(\uba38\uc2e0 \ub7ec\ub2dd \uc11c\ube44\uc2a4)<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI-Stack\uc758 MLS \uae30\ub2a5\uc740 \ub370\uc774\ud130 \uacfc\ud559\uc790\uc5d0\uac8c \ud6a8\uc728\uc801\uc774\uace0 \uc6d0\ud65c\ud55c \uba38\uc2e0 \ub7ec\ub2dd \uac1c\ubc1c \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \ucee8\ud14c\uc774\ub108\ud654\ub41c \uac1c\ubc1c \ud658\uacbd\uc744 \uc2e0\uc18d\ud558\uac8c \ud65c\uc131\ud654\ud558\uace0 \ub2e4\uc591\ud55c \uc778\uae30 \uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uc5ec \uba38\uc2e0 \ub7ec\ub2dd \uac1c\ubc1c \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud558\uace0 \uac00\uc18d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6b4\uc601 \uce21\uba74\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub294 \uc0ac\uc591 \uc124\uc815, \uba54\ubaa8\ub9ac \uacf5\uc720 \ub4f1\uc744 \uc218\ud589\ud55c \ud6c4 \ucee8\ud14c\uc774\ub108\ub97c POD\uc5d0 \ubc30\ud3ec\ud558\uace0 \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. MLS\ub294 SSH, Jupyter, JupyterLab, Webterminal, Code Server \ub4f1 \ub2e4\uc591\ud55c \uc6b4\uc601 \ud658\uacbd\uc744 \uc9c0\uc6d0\ud558\uba70, \uc774\ubca4\ud2b8 \uae30\ub85d \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c \uacfc\uc815\uc758 \uc6d0\ud65c\ud568\uacfc \uac00\uc2dc\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MLS\uc758 \uc8fc\uc694 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1\ubd84 \ud658\uacbd \uc124\uc815: \uc9c1\uad00\uc801\uc774\uace0 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uadf8\ub798\ud53d \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \uba87 \ubc88\uc758 \ud074\ub9ad\ub9cc\uc73c\ub85c 1\ubd84 \uc774\ub0b4\uc5d0 \uac1c\ubc1c \ud658\uacbd\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc5b4 \ud658\uacbd \uc900\ube44 \uc2dc\uac04\uc744 \ub300\ud3ed \ub2e8\ucd95\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c \ud1b5\ud569: \ud48d\ubd80\ud558\uace0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc790\uc758 \ud65c\uc6a9\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac1c\ubc1c \ud6a8\uc728 \uac00\uc18d\ud654: \ucd5c\uc801\ud654\ub41c \ud658\uacbd\uacfc \ub3c4\uad6c \ud1b5\ud569\uc744 \ud1b5\ud574 \uc804\ubc18\uc801\uc778 \uac1c\ubc1c \ud6a8\uc728\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>RCS(Rapid Container Service):<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI-Stack\uc758 RCS \uae30\ub2a5\uc740 \uc8fc\ub85c AI \ucd94\ub860(AI inference) \ubc0f \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc11c\ube44\uc2a4\ub97c \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uae30\uc5c5\uc758 AI \uc11c\ube44\uc2a4 \uc2e0\uc18d \ubc30\ud3ec, \uad00\ub9ac \ubc0f \ud655\uc7a5\uc744 \uc9c0\uc6d0\ud558\ub294 \uac83\uc774 \ubaa9\ud45c\uc785\ub2c8\ub2e4. RCS\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \uc0ac\uc591 \uc124\uc815, ConfigMap, Persistent Volumes, \uacf5\uc720 \uba54\ubaa8\ub9ac, \ub124\ud2b8\uc6cc\ud06c \uc815\ucc45 \ub4f1\uc758 \uad6c\uc131\uc744 \uc218\ud589\ud55c \ud6c4 \ucee8\ud14c\uc774\ub108\ub97c POD\uc5d0 \ubc30\ud3ec\ud558\uace0 \uc11c\ube44\uc2a4 \ubc0f Ingress\ub97c \ud1b5\ud574 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6b4\uc601 \uce21\uba74\uc5d0\uc11c RCS\ub294 \ub864\ub9c1 \uc5c5\ub370\uc774\ud2b8\/\ub864\ubc31, \ud1a0\ud3f4\ub85c\uc9c0 \uad00\ub9ac, \uc790\ub3d9 \ud655\uc7a5, \uc774\ubca4\ud2b8 \ub85c\uae45 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub4f1\uc758 \uae30\ub2a5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RCS\uc758 \uc8fc\uc694 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ube60\ub978 \ubc30\ud3ec: \uba87 \uac00\uc9c0 \uac04\ub2e8\ud55c \uc124\uc815\ub9cc\uc73c\ub85c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc2e0\uc18d\ud558\uac8c \uac00\ub3d9\ud560 \uc218 \uc788\uc73c\uba70, \ubcf5\uc7a1\ud55c \uc218\ub3d9 \ucf54\ub529 \ud504\ub85c\uc138\uc2a4\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1: \uc11c\ube44\uc2a4 \uc6b4\uc601 \uc0c1\ud0dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub192\uc740 \ud655\uc7a5\uc131: \uc218\uc694\uc5d0 \ub530\ub77c AI \uc11c\ube44\uc2a4 \uaddc\ubaa8\ub97c \uc720\uc5f0\ud558\uac8c \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud6a8\uc728\uc801\uc778 \ubc84\uc804 \uad00\ub9ac: AI \uc11c\ube44\uc2a4\uc758 \ubc84\uc804 \uc5c5\ub370\uc774\ud2b8 \ubc0f \uc720\uc9c0\ubcf4\uc218\ub97c \uac04\uc18c\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"560\" data-attachment-id=\"12873\" data-permalink=\"https:\/\/ai-stack.ai\/ko\/what-is-mlops\/image-40\" data-orig-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/04\/image-c65b5b6b.png?fit=1024%2C560&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-orig-size=\"1024,560\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/04\/image-c65b5b6b.png?fit=300%2C164&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/04\/image-c65b5b6b.png?fit=1024%2C560&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/04\/image-c65b5b6b.png?resize=1024%2C560&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-12873\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MLOps\uac00 \uc870\uc9c1\uacfc \uc0b0\uc5c5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\uac00 \uc870\uc9c1\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc740 \uc2ec\uc624\ud569\ub2c8\ub2e4. \uc774\ub294 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc758 \uac1c\ubc1c \ubc29\uc2dd\uc744 \ubcc0\ud654\uc2dc\ud0ac \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc870\uc9c1\uc758 \uc6b4\uc601 \ubaa8\ub378\uc744 \uc7ac\uad6c\uc131\ud569\ub2c8\ub2e4. MLOps\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \ub354 \ubbfc\ucca9\ud55c AI \uac1c\ubc1c \uc5ed\ub7c9\uc744 \uad6c\ucd95\ud558\uc5ec \uc2dc\uc7a5 \ubcc0\ud654\uc640 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc5d0 \uc2e0\uc18d\ud788 \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub3d9\uc2dc\uc5d0 MLOps\ub294 \uae30\ub2a5 \uac04 \ud300 \ud611\uc5c5\uc744 \ucd09\uc9c4\ud558\uc5ec \uc804\ud1b5\uc801\uc778 \ubd80\uc11c \uacbd\uacc4\ub97c \ud5c8\ubb3c\uace0 \uc81c\ud488 \uc911\uc2ec\uc758 \uc870\uc9c1 \uad6c\uc870\ub97c \ud615\uc131\ud569\ub2c8\ub2e4. \uc0b0\uc5c5 \ucc28\uc6d0\uc5d0\uc11c \ubcf4\uba74 MLOps\ub294 AI \uc0b0\uc5c5\ud654\uc758 \uc911\uc694\ud55c \ucd94\uc9c4\ub825\uc774 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc801\uc6a9\uc758 \uc9c4\uc785 \uc7a5\ubcbd\uc744 \ub0ae\ucd94\uc5b4 \ub354 \ub9ce\uc740 \uae30\uc5c5\uc774 AI \uae30\uc220\uc758 \ud61c\ud0dd\uc744 \ub204\ub9b4 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. \ub610\ud55c MLOps\ub294 \uad00\ub828 \ub3c4\uad6c \ubc0f \uc11c\ube44\uc2a4 \uc0dd\ud0dc\uacc4\uc758 \ubc1c\uc804\uc744 \ucd09\uc9c4\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uacfc \uc2dc\uc7a5 \uae30\ud68c\ub97c \ucc3d\ucd9c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>MLOps(\uba38\uc2e0 \ub7ec\ub2dd \uc6b4\uc601)\uc740 \uba38\uc2e0 \ub7ec\ub2dd \uac1c\ubc1c\uacfc IT \uc6b4\uc601 \uad00\ub9ac\ub97c \uacb0\ud569\ud55c \uc2e4\ucc9c \ubc29\ubc95\ub860\uc73c\ub85c, \ud575\uc2ec \ubaa9\ud45c\ub294 AI \ubaa8\ub378\uc758 \uac1c\ubc1c\ubd80\ud130 \ubc30\ud3ec, \uc9c0\uc18d\uc801\uc778 \uc720\uc9c0 \uad00\ub9ac\uc5d0 \uc774\ub974\ub294 \uc804\uccb4 \ub77c\uc774\ud504\uc0ac\uc774\ud074\uc744 \uc790\ub3d9\ud654\ud558\uace0 \uac04\uc18c\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"author":253372388,"featured_media":12865,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96988308,96988278],"tags":[96988366,96988486],"class_list":["post-12864","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-focus","category-featured-articles","tag-mlops","tag-96988486"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/04\/Blog%E5%B0%81%E9%9D%A2%E5%9C%96-7-9bdfc7cf.jpg?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-3lu","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12864","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/users\/253372388"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/comments?post=12864"}],"version-history":[{"count":1,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12864\/revisions"}],"predecessor-version":[{"id":12877,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12864\/revisions\/12877"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media\/12865"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media?parent=12864"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/categories?post=12864"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/tags?post=12864"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}