{"id":22328,"date":"2026-02-25T09:48:01","date_gmt":"2026-02-25T02:48:01","guid":{"rendered":"https:\/\/hblabgroup.com\/?p=22328"},"modified":"2026-02-25T09:48:01","modified_gmt":"2026-02-25T02:48:01","slug":"what-is-mlops-and-implement-methods-kr","status":"publish","type":"post","link":"https:\/\/hblabgroup.com\/ko\/what-is-mlops-and-implement-methods-kr\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \uc6b4\uc601 MLOps\uc774\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c? \uc870\uc9c1 \ub0b4 MLOps \uad6c\ud604 \ubc29\ubc95"},"content":{"rendered":"<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub370\uc774\ud130\uc5d0\uc11c \uac00\uce58\ub97c \ucd94\ucd9c\ud558\ub294 \ubc29\uc2dd\uc744 \ud601\uc2e0\ud588\uc9c0\ub9cc \ub300\ubd80\ubd84\uc758 \ubaa8\ub378\uc740 \uc2e4\ud5d8\uc6a9 \ub178\ud2b8\ubd81\uc5d0 \uba38\ubb34\ub974\uba70 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0 \ub3c4\uc785\ub418\uc9c0 \ubabb\ud574 \ube44\uc988\ub2c8\uc2a4 \uc601\ud5a5\ub825\uc744 \ubc1c\ud718\ud558\uc9c0 \ubabb\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><strong>MLOps<\/strong><strong>\ub780<\/strong> <strong>\ubb34\uc5c7\uc778\uac00\uc694<\/strong><strong>?<\/strong><\/h2>\n<p>MLOps(\uba38\uc2e0\ub7ec\ub2dd \uc6b4\uc601)\ub780 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \uc6b4\uc601\ud558\ub294 \uacfc\uc815\uc744 \uc704\ud55c \uc77c\uc885\uc758 \uc0dd\uc0b0 \ub77c\uc778 \uc5ed\ud560\uc744 \ud558\ub294 \uc77c\ub828\uc758 \uc2e4\ucc9c \ubc29\ubc95\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc774 \ubd84\uc57c\ub294 \uc870\uc9c1\uc774 \uc5c5\ubb34\ub97c \uc790\ub3d9\ud654\ud558\uace0 \ubaa8\ub378\uc744 \uc2e0\uc18d\ud558\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc6b0\uba70 \ub370\uc774\ud130 \uacfc\ud559\uc790, \uba38\uc2e0\ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4, IT \uc6b4\uc601\ud300 \ub4f1 \uba38\uc2e0\ub7ec\ub2dd \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ucc38\uc5ec\ud558\ub294 \ubaa8\ub4e0 \uc778\ub825 \uac04\uc758 \uc6d0\ud65c\ud55c \ud611\uc5c5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<p>MLOps\ub77c\ub294 \uc6a9\uc5b4\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc DevOps(\uac1c\ubc1c\u00b7\uc6b4\uc601 \ud1b5\ud569)\uc758 \uc6d0\uce59\uc744 \uacb0\ud569\ud55c \uac83\uc73c\ub85c, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uacf5\ud559\uc758 \ucd5c\uc120\uc758 \uad00\ud589\uc744 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc801\uc6a9\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc9c0\uc18d\uc801 \ud1b5\ud569(CI)\uacfc \uc9c0\uc18d\uc801 \ubc30\ud3ec(CD) \ubc29\ubc95\ub860\uc744 \ub3c4\uc785\ud558\uc5ec \ub370\uc774\ud130 \uacfc\ud559 \ubaa8\ub378\uc758 \uc2e4\ud589\uc5d0 \ud544\uc694\ud55c \uc2dc\uac04\uacfc \uc790\uc6d0\uc744 \ud6a8\uc728\ud654\ud558\ub294 \ub370 \ubaa9\uc801\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uacb0\uacfc\uc801\uc73c\ub85c MLOps\ub294 \uba38\uc2e0\ub7ec\ub2dd \uc81c\ud488\uc744 \ub9cc\ub4dc\ub294 \ubaa8\ub4e0 \uacfc\uc815 \ub2e8\uacc4\uc5d0 \uc790\ub3d9\ud654\ub41c \uc0dd\uc0b0 \ub77c\uc778\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc870\uc9c1\ub4e4\uc740 \uc6b4\uc601 \uac1c\uc120\uacfc \ud601\uc2e0\uc744 \uc704\ud55c \ubd84\uc11d \uac00\uce58\uac00 \ub2f4\uae34 \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc778 \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc774 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \uc228\uaca8\uc9c4 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uace0 \uc2e4\uc9c8\uc801 \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub7ec\ub098 \uba38\uc2e0\ub7ec\ub2dd\uc774 \uc77c\uc0c1 \uc5c5\ubb34\uc5d0 \uc810\ucc28 \ud1b5\ud569\ub428\uc5d0 \ub530\ub77c, \uc774\ub7ec\ud55c \ubaa8\ub378\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\ub294 \uc77c\uc774 \ub9e4\uc6b0 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub378 \uac1c\uc120\uacfc \ubcf4\ub2e4 \uae4a\uc774 \uc788\ub294 \uc778\uc0ac\uc774\ud2b8 \ud655\ubcf4\ub97c \ubcf4\uc7a5\ud558\uae30 \uc704\ud568\uc785\ub2c8\ub2e4.<\/p>\n<h2><strong>\uba38\uc2e0\ub7ec\ub2dd<\/strong> <strong>\uc6b4\uc601<\/strong><strong>(MLOps)<\/strong><strong>\uc774<\/strong> <strong>\ud544\uc694\ud55c<\/strong> <strong>\uc774\uc720\ub294<\/strong> <strong>\ubb34\uc5c7\uc77c\uae4c\uc694<\/strong><strong>?<\/strong><\/h2>\n<figure id=\"attachment_22479\" aria-describedby=\"caption-attachment-22479\" style=\"width: 1200px\" class=\"wp-caption alignnone\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-22479\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/9-MLOps.webp\" alt=\"MLOps\" width=\"1200\" height=\"630\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/9-MLOps.webp 1200w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/9-MLOps-1024x538.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/9-MLOps-768x403.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption id=\"caption-attachment-22479\" class=\"wp-caption-text\">MLOps<\/figcaption><\/figure>\n<p>\uacfc\uac70\uc5d0\ub294 \uba38\uc2e0\ub7ec\ub2dd(ML) \uc218\uba85 \uc8fc\uae30 \uad00\ub9ac\uac00 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \uc694\uad6c\ud558\ub294 \ube44\uc988\ub2c8\uc2a4\uc6a9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0 \uc788\uc5b4\uc11c \ub290\ub9ac\uace0 \ub178\ub3d9\uc9d1\uc57d\uc801\uc778 \uacfc\uc815\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc804\ud1b5\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \uac1c\ubc1c \uacfc\uc815\uc740 \ub370\uc774\ud130 \uacfc\ud559\uc790\uc758 \ub9ce\uc740 \uc2dc\uac04\uacfc \uc790\uc6d0\uc774 \ud22c\uc785\ub418\uba70 \uc5ec\ub7ec \uc11c\ub85c \ub2e4\ub978 \ud300\uc774 \ubd84\ub9ac\ub418\uc5b4 \uc791\uc5c5\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc544 \ud611\uc5c5\uc758 \uc5b4\ub824\uc6c0\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub294 \ub370\uc774\ud130 \uacfc\ud559\uc790\uac00 \ubb38\uc81c\uc5d0 \uc801\ud569\ud55c \uc9c8\ubb38\uc744 \ub358\uc9c0\uace0 \ud574\uacb0\ud558\uace0\uc790 \ud558\ub294 \uc5c5\ubb34\uc640 \uac00\uc7a5 \uad00\ub828\uc131 \ub192\uc740 \ud2b9\uc9d5\uc744 \ub3c4\ucd9c\ud558\ub294 \ub370\uc11c \uc2dc\uc791\ud569\ub2c8\ub2e4. \ucd08\uae30 \ud2b9\uc9d5 \uc138\ud2b8\uac00 \uc815\uc758\ub418\uba74 \uad00\ub828 \ub370\uc774\ud130\ub97c \uc218\uc9d1, \ud1b5\ud569, \uc815\uc81c \ubc0f \ub808\uc774\ube14\ub9c1\ud558\uc5ec \ubaa8\ub378\uc774 \uc774\ub97c \ud559\uc2b5\ud558\ub3c4\ub85d \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub7ec\ub098 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 \uc774\ub97c \uc6b4\uc601 \ud658\uacbd\uc5d0 \uc801\uc6a9\ud558\ub294 \uc5d4\uc9c0\ub2c8\uc5b4 \uc0ac\uc774\uc5d0\ub294 \uc885\uc885 \uc0ac\uace0\ubc29\uc2dd, \ud504\ub85c\uc138\uc2a4, \ub3c4\uad6c \uc0dd\ud0dc\uacc4\uc5d0\uc11c \ud070 \uaca9\ucc28\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uac01 \ud300\uc774 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc6c0\uc9c1\uc774\uba74\uc11c \ud611\uc5c5\uc5d0 \uc81c\uc57d\uc774 \uc0dd\uae30\uace4 \ud569\ub2c8\ub2e4.<\/p>\n<p>MLOps\ub294 \uc774\ub7ec\ud55c \ubb38\uc81c\ub4e4\uc744 \ub2e4\uc74c\uacfc \uac19\uc774 \ud574\uacb0\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\ubaa8\ub378\uc744 \uc6b4\uc601 \ud658\uacbd\uc5d0 \uc2e0\uc18d\ud558\uac8c \uc774\uc804\ud558\ub294 \uacfc\uc815\uc758 \ubcf5\uc7a1\uc131 \ubc0f \uc18c\uc694 \uc2dc\uac04\uc744 \uc904\uc77c \uc218 \uc788\ub294 \ud45c\uc900\ud654\ub41c \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130 \uacfc\ud559, \uac1c\ubc1c, \uc6b4\uc601 \ub4f1 \ubcf4\ud1b5 \ubd84\ub9ac\ub418\uc5b4 \uc788\ub294 \ud300 \uac04\uc758 \ud611\uc5c5\uacfc \ucee4\ubba4\ub2c8\ucf00\uc774\uc158\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc5f0\uad6c \uac1c\ubc1c\uacfc \uc778\ud504\ub77c \uc804\ubc18 \uac04 \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud6a8\uc728\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud2b9\ud788 \uc0dd\uc0b0 \ud658\uacbd\uc5d0\uc11c GPU \uac19\uc740 \uc804\ubb38 \ud558\ub4dc\uc6e8\uc5b4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc6b4\uc601\ud560 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac1c\ubc1c\ubd80\ud130 \uc6b4\uc601 \ub2e8\uacc4\uae4c\uc9c0\uc758 ML \uc778\ud504\ub77c \ubc0f \uacc4\uc0b0 \ube44\uc6a9\uc744 \ud22c\uba85\ud558\uac8c \ud30c\uc545\ud558\uace0 \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac70\ubc84\ub10c\uc2a4\uc640 \uaddc\uc81c\ub97c \uc704\ud574 ML \ud504\ub85c\uc138\uc2a4\ub97c \uac10\uc0ac \uac00\ub2a5\ud558\uac8c \ud45c\uc900\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><strong>MLOps <\/strong><strong>\ubc0f<\/strong> <strong>\uae30\uc874<\/strong><strong> DevOps<\/strong><strong>\uc758<\/strong> <strong>\ucc28\uc774\uc810\uc740<\/strong> <strong>\ubb34\uc5c7\uc77c\uae4c\uc694<\/strong><strong>?<\/strong><\/h2>\n<p>DevOps\ub294 \uc804\ud1b5\uc801 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uacfc \ud14c\uc2a4\ud2b8, \ubc30\ud3ec\ub97c \ube60\ub974\uace0 \uace0\ud488\uc9c8\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uac1c\ubc1c\ud300\uacfc \uc6b4\uc601\ud300\uc758 \ud611\uc5c5 \uc790\ub3d9\ud654\ub97c \uc911\uc810\uc5d0 \ub461\ub2c8\ub2e4. \ubc18\uba74 MLOps\ub294 \uc774\ub7f0 \uc6d0\uce59\uc744 \uba38\uc2e0\ub7ec\ub2dd \uc218\uba85 \uc8fc\uae30\uc5d0 \ub9de\uac8c \ud655\uc7a5 \uc801\uc6a9\ud558\uc5ec <a href=\"https:\/\/hblabgroup.com\/ko\/simplifying-database-development-kr\/\" target=\"_blank\" rel=\"noopener sponsored\">\ub370\uc774\ud130 \uad00\ub9ac<\/a>, \ubaa8\ub378 \ud559\uc2b5, \ubaa8\ub2c8\ud130\ub9c1, \uc9c0\uc18d\uc801 \uac1c\uc120\uae4c\uc9c0 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc8fc\uc694 \ucc28\uc774\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc804\ud1b5 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 \uacb0\uc815\ub860\uc801 \ub85c\uc9c1\uc744 \uc218\ud589\ud558\ub294 \ub370 \ubc18\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub530\ub77c \ud655\ub960\uc801 \uc608\uce21 \uacb0\uacfc\uac00 \ubcc0\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud14c\uc2a4\ud2b8, \uac80\uc99d, \ubaa8\ub2c8\ud130\ub9c1 \ubc29\uc2dd\uc774 \ub2ec\ub77c\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc18c\ud504\ud2b8\uc6e8\uc5b4 \ucf54\ub4dc\ub294 \ubc84\uc804 \uad00\ub9ac \ubc0f \ubc30\ud3ec\uac00 \uc8fc\ub97c \uc774\ub8e8\ub098, ML \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130, \ubaa8\ub378, \ucf54\ub4dc \uc774 \uc138 \uac00\uc9c0\ub97c \ub3d9\uc2dc\uc5d0 \ubc84\uc804 \uad00\ub9ac\ud574\uc57c \ud558\ubbc0\ub85c \ubcf5\uc7a1\ub3c4\uac00 \ub354 \ub192\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc624\ub958\ub098 \uc778\ud504\ub77c \uc7a5\uc560\uac00 \uc8fc\ub41c \ubb38\uc81c\uc778 \uae30\uc874 \uc571\uacfc \ub2ec\ub9ac, ML \ubaa8\ub378\uc740 \uc0dd\uc0b0 \ub370\uc774\ud130\uc640 \ud559\uc2b5 \ub370\uc774\ud130 \uac04 \ud1b5\uacc4\uc801 \ucc28\uc774\uac00 \uc0dd\uae30\ub294 \ub370\uc774\ud130 \ub4dc\ub9ac\ud504\ud2b8\uc5d0 \uc758\ud574 \ubcf4\uc774\uc9c0 \uc54a\uac8c \uc131\ub2a5 \uc800\ud558\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>DevOps\ub294 \ube60\ub978 \ubc18\ubcf5\uacfc \ubc30\ud3ec\uc5d0 \uc9d1\uc911\ud558\uc9c0\ub9cc MLOps\ub294 \uad11\ubc94\uc704\ud55c \uc2e4\ud5d8, \ubaa8\ub378 \uac80\uc99d, \uc131\ub2a5 \ubaa8\ub2c8\ud130\ub9c1\uc744 \uade0\ud615 \uc788\uac8c \ubcd1\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc778\ud504\ub77c \uce21\uba74\uc5d0\uc11c\ub3c4 \uc804\ud1b5 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 CPU \ubc0f \uc800\uc7a5 \uacf5\uac04\uc774 \uc8fc\ub85c \ud544\uc694\ud558\uc9c0\ub9cc ML\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac\uc640 \ubaa8\ub378 \ud559\uc2b5\uc5d0 GPU\uc640 TPU \uac19\uc740 \uc804\ubb38 \ud558\ub4dc\uc6e8\uc5b4 \ubc0f \ubd84\uc0b0 \ucef4\ud4e8\ud305 \ud658\uacbd\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4.<\/p>\n<h2><strong>MLOps<\/strong><strong>\uc758<\/strong> <strong>\uad6c\uc131\uc694\uc18c<\/strong><\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-22480\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/10-MLOps-2.webp\" alt=\"MLOps\" width=\"1200\" height=\"630\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/10-MLOps-2.webp 1200w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/10-MLOps-2-1024x538.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/10-MLOps-2-768x403.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<h3><strong>\ub370\uc774\ud130<\/strong> <strong>\uc218\uc9d1<\/strong> <strong>\ubc0f<\/strong> <strong>\uad00\ub9ac<\/strong><\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc778\ud504\ub77c\uc758 \ud575\uc2ec\uc740 <strong>\ub370\uc774\ud130<\/strong> <strong>\uc218\uc9d1<\/strong> <strong>\ub2a5\ub825<\/strong>\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ucd9c\ucc98\ub85c\ubd80\ud130 \ubaa8\ub378 \ud559\uc2b5, \uac1c\uc120, \uc801\uc6a9\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc548\uc815\uc801\uc73c\ub85c \uc218\uc9d1\ud558\ub294 \uae30\ub2a5\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 \uc0ac\uc804 \ubcf5\uc7a1\ud55c \ucc98\ub9ac \uc5c6\uc774 \uc5ec\ub7ec \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud1b5\ud569\u00b7\uc800\uc7a5\ud560 \uc218 \uc788\uc5b4 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uace0 \ud300 \uac04 \ub370\uc774\ud130\uc14b \uacf5\ub3d9 \uc791\uc5c5\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc218\ud589\ud560 \uc7a5\uc18c\ub97c \uc2e0\uc911\ud788 \uacb0\uc815\ud574\uc57c \ud558\uba70 \uc628\ud504\ub808\ubbf8\uc2a4\uc640 \ud074\ub77c\uc6b0\ub4dc \uc6b4\uc601 \uc694\uad6c\uc0ac\ud56d\uc774 \ub2e4\ub97c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc6b4\uc601 \ud3b8\uc758\uc131\uacfc \ube44\uc6a9\uc744 \uc8fc\ub85c \uace0\ub824\ud558\uba70, \ub370\uc774\ud130 \uc800\uc7a5 \uc2dc \uad00\ub828 \uaddc\uc81c\uc640 \ubcf4\uc548\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud6a8\uacfc\uc801\uc778 \uc790\ub3d9\ud654 MLOps \ud30c\uc774\ud504\ub77c\uc778\uc740 \ubaa8\ub378 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub978 \uc801\uc808\ud55c \uc800\uc7a5 \uc6a9\ub7c9\uc774 \ud655\ubcf4\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \uc694\uad6c\ud558\ub294 \ubaa8\ub378\uc77c \uacbd\uc6b0 \ud398\ud0c0\ubc14\uc774\ud2b8(PB) \ub2e8\uc704 \uc800\uc7a5\uacf5\uac04\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc73c\uba70 \uc774 \uc800\uc7a5\uc18c\ub97c \uc5b4\ub514\uc5d0 \ubc30\uce58\ud560\uc9c0\ub3c4 \ubbf8\ub9ac \uacb0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ud2b9\uc9d5<\/strong> <strong>\uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/strong> <strong>\ubc0f<\/strong> <strong>\uc120\ud0dd<\/strong><\/h3>\n<p>\ud2b9\uc9d5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \uba38\uc2e0\ub7ec\ub2dd \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud558\uba70 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<p>\uac15\ub825\ud55c \ud2b9\uc9d5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\uc640 \uc131\ub2a5\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ud2b9\uc9d5 \uc120\ud0dd\uc740 \ubaa8\ub378\uc5d0 \ud3ec\ud568\ub418\ub294 \uc608\uce21 \ubcc0\uc218\uc758 \uc218\ub97c \uc870\uc808\ud558\ub294 \uacfc\uc815\uc73c\ub85c, \uc774\ub294 \ubaa8\ub378 \ud559\uc2b5 \ub09c\uc774\ub3c4 \ubc0f \uc774\ud574\ub3c4, \uc2e4\ud589 \ud6a8\uc728\uc5d0 \uc601\ud5a5\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9\ud654\ub41c \ud2b9\uc9d5 \uc120\ud0dd\uc740 \ub798\ud37c(wrapper), \ud544\ud130(filter), \uc784\ubca0\ub514\ub4dc(embedded) \ub4f1\uc758 \uc54c\uace0\ub9ac\uc998 \ubc29\ubc95\uc744 \uc2a4\ud06c\ub9bd\ud2b8\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\uc9d5 \uc800\uc7a5\uc18c\ub294 \ud559\uc2b5\uc5d0 \uc4f0\uc774\ub294 \ud2b9\uc9d5\uc744 \uc911\uc559\uc5d0\uc11c \uad00\ub9ac\ud558\ub294 \uc5ed\ud560\uc744 \ud558\uba70, \uc5ec\ub7ec \ubaa8\ub378\uacfc \ud504\ub85c\uc81d\ud2b8\uc5d0 \uac78\uccd0 \ud2b9\uc9d5\uc758 \uc77c\uad00\uc131\uacfc \uc7ac\uc0ac\uc6a9\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac01 \ud300\uc774 \ucd5c\uc2e0\uc758 \uac00\uc7a5 \uc801\ud569\ud55c \ud2b9\uc9d5\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ubaa8\ub378<\/strong> <strong>\ud559\uc2b5<\/strong> <strong>\ubc0f<\/strong> <strong>\uc120\ud0dd<\/strong> <strong>\uc778\ud504\ub77c<\/strong><\/h3>\n<p>\ubaa8\ub378 \uc120\ud0dd\uc740 \uc131\ub2a5, \ubcf5\uc7a1\ub3c4, \uc720\uc9c0\ubcf4\uc218 \uc6a9\uc774\uc131, \ub9ac\uc18c\uc2a4 \ub4f1\uc744 \uace0\ub824\ud574 \uba38\uc2e0\ub7ec\ub2dd \uc801\uc6a9\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uacb0\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud559\uc2b5 \uc778\ud504\ub77c\ub294 \ucd5c\uc2e0 \uba38\uc2e0\ub7ec\ub2dd \uacc4\uc0b0 \uc218\uc694\ub97c \uc9c0\uc6d0\ud574\uc57c \ud558\uba70, \ud558\ub4dc\uc6e8\uc5b4 \uc120\ud0dd\uc774 \uc131\ub2a5\uacfc \ube44\uc6a9\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/p>\n<p>\ub525\ub7ec\ub2dd \ubaa8\ub378 \ud559\uc2b5\uc5d0\ub294 \uc8fc\ub85c GPU\uac00 \uc0ac\uc6a9\ub418\uace0, \uc804\ud1b5\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc5d0\ub294 CPU\uac00 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\ub294 NVIDIA RAPIDS \uac19\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub85c GPU \uac00\uc18d\ub3c4 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc801\uc808\ud55c \ud558\ub4dc\uc6e8\uc5b4 \ub9ac\uc18c\uc2a4\ub97c \uc120\ud0dd\ud558\ub294 \uade0\ud615\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacfc\uc18c\ud560 \uacbd\uc6b0 \ube44\uc6a9\uc740 \uc801\uc9c0\ub9cc \uc2dc\uac04\uc774 \uc624\ub798 \uac78\ub9ac\uace0 \ud6a8\uc728\uc131\uc774 \ub5a8\uc5b4\uc9c0\uba70, \uacfc\ub3c4\ud560 \uacbd\uc6b0 \uc790\uc6d0\uc774 \ub0ad\ube44\ub429\ub2c8\ub2e4.<\/p>\n<h3><strong>\uba38\uc2e0\ub7ec\ub2dd<\/strong> <strong>\ud30c\uc774\ud504\ub77c\uc778<\/strong> <strong>\uc790\ub3d9\ud654<\/strong><\/h3>\n<p>\ub2e4\uc591\ud55c \ub3c4\uad6c\uac00 \uc2a4\ud06c\ub9bd\ud2b8\uc640 \uc774\ubca4\ud2b8 \ud2b8\ub9ac\uac70\ub97c \uae30\ubc18\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc758 \uc5ec\ub7ec \ub2e8\uacc4\ub97c \uc790\ub3d9\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5, \ubaa8\ub2c8\ud130\ub9c1, \ubc30\ud3ec \ub4f1\uc774 \ud30c\uc774\ud504\ub77c\uc778\uc73c\ub85c \uc6b4\uc601\ub418\uba70, \ud300\uc6d0\ub4e4\uc740 \uace0\ucc28\uc6d0 \uc791\uc5c5\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9\ud654\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud575\uc2ec \uc694\uc18c\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130<\/strong> <strong>\ucd5c\uc801\ud654<\/strong> : \ub79c\ub364 \uc11c\uce58, \uadf8\ub9ac\ub4dc \uc11c\uce58, \ubca0\uc774\uc9c0\uc548 \ucd5c\uc801\ud654 \ub4f1\uc758 \ud0d0\uc0c9 \uc54c\uace0\ub9ac\uc998\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378<\/strong> <strong>\uc120\ud0dd<\/strong> <strong>\uc790\ub3d9\ud654<\/strong> : \ucd5c\uc801 \ubaa8\ub378 \ud6c4\ubcf4\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5<\/strong> <strong>\uc120\ud0dd<\/strong> <strong>\uc790\ub3d9\ud654<\/strong> : \uc54c\uace0\ub9ac\uc998\uc801 \ubc29\ubc95\uc73c\ub85c \ubcc0\uc218 \uc9d1\ud569\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130<\/strong> <strong>\uc804\ucc98\ub9ac<\/strong> <strong>\uc790\ub3d9\ud654<\/strong> : \uc778\ucf54\ub529, \uc815\uc81c, \uac80\uc99d \ub4f1 \uae30\ubcf8 \uc804\ucc98\ub9ac \uc218\ud589 \ud6c4 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ubc0f \ubaa8\ub378 \ucd5c\uc801\ud654\uac00 \uc774\ub904\uc9d1\ub2c8\ub2e4.<\/li>\n<li><strong>\uace0\uae09<\/strong> <strong>\uc804\ucc98\ub9ac<\/strong> <strong>\uc790\ub3d9\ud654<\/strong> : \ud2b9\uc9d5 \uc120\ud0dd, \ud0c0\uac9f \uc778\ucf54\ub529, \ub370\uc774\ud130 \uc555\ucd95, \ud14d\uc2a4\ud2b8 \ub0b4\uc6a9 \ucc98\ub9ac, \ud2b9\uc9d5 \uc0dd\uc131 \ub4f1\uc758 \uc791\uc5c5\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3><strong>\uba38\uc2e0\ub7ec\ub2dd<\/strong> <strong>\ubaa8\ub378<\/strong> <strong>\ud14c\uc2a4\ud2b8<\/strong> <strong>\ubc0f<\/strong> <strong>\uac80\uc99d<\/strong> <strong>\ud504\ub808\uc784\uc6cc\ud06c<\/strong><\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud14c\uc2a4\ud2b8\ub294 \ud559\uc2b5 \ub2e8\uacc4\uc640 \ubc30\ud3ec \ub2e8\uacc4\ub97c \uc787\ub294 \ub3c4\uad6c \uc5f0\ub3d9\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \ub3c4\uad6c\ub4e4\uc740 \ubaa8\ub378\uc744 \uc218\ub3d9\uc73c\ub85c \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uc14b\uc5d0 \uc801\uc6a9\ud558\uc5ec \uacb0\uacfc\uac00 \uae30\ub300\uce58\uc5d0 \ubd80\ud569\ud558\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<\/p>\n<p>\ucca0\uc800\ud55c \ud14c\uc2a4\ud2b8 \uc218\ud589\uc744 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc815\uc131\uc801 \ub370\uc774\ud130\uc640 \uc815\ub7c9\uc801 \ub370\uc774\ud130\uc758 \uc218\uc9d1 \ubc0f \ubd84\uc11d<\/li>\n<li>\ub3d9\uc77c\ud55c \ud658\uacbd\uc5d0\uc11c \uc5ec\ub7ec \ucc28\ub840 \ud559\uc2b5 \uc2e4\ud589<\/li>\n<li>\uc624\ub958 \ubc1c\uc0dd \uc704\uce58\ub97c \uc815\ud655\ud788 \uc2dd\ubcc4\ud560 \uc218 \uc788\ub294 \ub2a5\ub825<\/li>\n<\/ul>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ud14c\uc2a4\ud2b8 \ud658\uacbd\uc744 \ub9c8\ub828\ud558\ub824\uba74 <strong>\ub370\uc774\ud130<\/strong> <strong>\ubd84\uc11d<\/strong><strong>, <\/strong><strong>\ubaa8\ub2c8\ud130\ub9c1<\/strong><strong>, <\/strong><strong>\uc2dc\uac01\ud654<\/strong> <strong>\ub3c4\uad6c<\/strong>\ub97c \uc778\ud504\ub77c\uc5d0 \ucd94\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ud14c\uc2a4\ud2b8 \ud658\uacbd\uc758 \uc790\ub3d9 \uc0dd\uc131 \ubc0f \uad00\ub9ac\ub97c \uc704\ud55c \uc2dc\uc2a4\ud15c \uad6c\ucd95\ub3c4 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc124\uce58 \uacfc\uc815\uc5d0\uc11c\ub294 \ud1b5\ud569 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uc5ec \uad6c\uc131\uc694\uc18c \uac04 \ucda9\ub3cc\uc774\ub098 \ud14c\uc2a4\ud2b8 \uacb0\uacfc\uc5d0 \uc545\uc601\ud5a5\uc744 \ub07c\uce58\ub294 \uc624\ub958\uac00 \uc5c6\ub294\uc9c0 \uc810\uac80\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub378 \ud3c9\uac00\ub294 \ubcf8 \uc801 \uc5c6\ub294 \ub370\uc774\ud130\uc5d0\uc11c\uc758 \ubaa8\ub378 \uc131\ub2a5\uc744 \uce21\uc815\ud558\ub294 \ub2e8\uacc4\ub85c, \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c\uc758 \uc6b0\uc218\ud55c \uc791\ub3d9\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud3c9\uac00 \uc9c0\ud45c\ub85c\ub294 <strong>\uc815\ud655\ub3c4<\/strong><strong>(Accuracy), <\/strong><strong>\uc815\ubc00\ub3c4<\/strong><strong>(Precision), <\/strong><strong>\uc7ac\ud604\uc728<\/strong><strong>(Recall), <\/strong><strong>\uacf5\uc815\uc131<\/strong><strong>(Fairness)<\/strong> \ub4f1 \ub2e4\uc591\ud55c \ucc99\ub3c4\uac00 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub4e4 \uc9c0\ud45c\ub294 \uc11c\ub85c \ub2e4\ub978 \ubaa8\ub378\uc744 \uc218\uce58\uc801\uc73c\ub85c \ube44\uad50\ud558\uace0, \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \ubc30\ud3ec \ub300\uc0c1\uc73c\ub85c \uc120\uc815\ud558\ub294 \uadfc\uac70\uac00 \ub429\ub2c8\ub2e4.<\/p>\n<h3><strong>\ubc30\ud3ec<\/strong> <strong>\ubc0f<\/strong> <strong>\ucd94\ub860<\/strong> <strong>\uc778\ud504\ub77c<\/strong><\/h3>\n<p>\ubc30\ud3ec\ub294 \ubaa8\ub378\uc744 \uc11c\ube44\uc2a4\ub098 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud1b5\ud569\ud558\ub3c4\ub85d \uac1c\ubc1c\ud300\uc5d0 \uc81c\uacf5\ud558\ub294 \ucd5c\uc885 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc11c\ube44\uc2a4\ub85c \uc81c\uacf5\ud558\ub294 \uacbd\uc6b0, \ubaa8\ub378\uc744 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\uc5ec \uc0ac\uc6a9\uc790\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \ubc1b\uc544 \uacb0\uacfc\ub97c \ubc18\ud658\ud558\ub294 \uacfc\uc815\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub300\ubd80\ubd84 MLaaS(\uba38\uc2e0\ub7ec\ub2dd \uc11c\ube44\uc2a4) \ubc30\ud3ec\ub294 \ubaa8\ub378\uc744 \ucee8\ud14c\uc774\ub108\ud654\ud558\uc5ec \uc9c4\ud589\ud569\ub2c8\ub2e4. \ucee8\ud14c\uc774\ub108\ud654\ub41c \ubaa8\ub378\uc740 \ud658\uacbd\uc5d0 \uad6c\uc560\ubc1b\uc9c0 \uc54a\uace0 \ud655\uc7a5 \uac00\ub2a5\ud558\uba70 \ubd84\uc0b0 \uc11c\ube44\uc2a4 \ud615\ud0dc\ub85c \uc804\ub2ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud50c\ub7ab\ud3fc\uc740 \uc774\ub4e4 \ucee8\ud14c\uc774\ub108\ud654\ub41c ML \ubaa8\ub378\uc758 \ubc30\ud3ec, \ud655\uc7a5, \uc6b4\uc601\uc744 \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubc30\ud3ec \uc2dc\uc5d0\ub294 \uc131\ub2a5\uacfc \uc9c0\uc5f0 \uc2dc\uac04 \uc694\uad6c\uc0ac\ud56d\uc744 \ubaa9\ud45c \uc704\uce58\uc758 \ud558\ub4dc\uc6e8\uc5b4 \uc0ac\uc591\uacfc \uc801\uc808\ud788 \uc870\ud654\uc2dc\ud0a4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ube60\ub978 \uc751\ub2f5 \uc18d\ub3c4\ub098 \ub9e4\uc6b0 \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uc774 \ud544\uc694\ud55c \ubaa8\ub378\uc740 \uc5e3\uc9c0 \ub610\ub294 \ub85c\uceec \uc778\ud504\ub77c\ub97c \uc6b0\uc120\uc801\uc73c\ub85c \uace0\ub824\ud558\uace0 \uc800\uc804\ub825 \ub85c\uceec \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ucd5c\uc801\ud654\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc18c \uc9c0\uc5f0\uc744 \ud5c8\uc6a9\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc740 \ud544\uc694\uc5d0 \ub530\ub77c \ud655\uc7a5 \uac00\ub2a5\ud55c \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\ub97c \ud65c\uc6a9\ud558\uc5ec \ubb34\uac70\uc6b4 \ucd94\ub860 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><strong>\uc790\ub3d9\ud654<\/strong> <strong>\uc804\ub7b5<\/strong><\/h2>\n<p>\uc790\ub3d9\ud654\ub41c \uba38\uc2e0\ub7ec\ub2dd(Automated Machine Learning, AutoML)\uc740 \ubaa8\ub378 \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c \uc2dc\uac04\uacfc \ub178\ub825\uc774 \ub9ce\uc774 \uc18c\uc694\ub418\ub294 \ubc18\ubcf5 \uc791\uc5c5\ub4e4\uc744 \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \uacfc\uc815\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub370\uc774\ud130 \uacfc\ud559\uc790, \ubd84\uc11d\uac00, \uac1c\ubc1c\uc790\uc758 \uc0dd\uc0b0\uc131\uc744 \ub192\uc774\uace0 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc804\ubb38 \uc9c0\uc2dd\uc774 \uc0c1\ub300\uc801\uc73c\ub85c \ubd80\uc871\ud55c \uc0ac\ub78c\ub4e4\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ubcf4\ub2e4 \uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9\ud654\uac00 \uc911\uc694\ud55c \uc774\uc720\ub294 \uc870\uc9c1 \ub0b4\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0 \uad6c\ud604\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc804\ubb38 \uc9c0\uc2dd \uae30\ubc18\uc758 \uc790\uc6d0\uc744 \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc774 \ub355\ubd84\uc5d0 \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc774 \ubd80\uc871\ud558\uac70\ub098 \ucef4\ud4e8\ud130 \uacfc\ud559 \ud639\uc740 \uc218\ud559\uc801 \uc804\ubb38\uc131\uc774 \ub0ae\uc740 \uc870\uc9c1\uc5d0\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \uac1c\ubcc4 \ub370\uc774\ud130 \uacfc\ud559\uc790\ubfd0 \uc544\ub2c8\ub77c \uc774\ub4e4\uc744 \ud655\ubcf4\ud558\uace0 \uc720\uc9c0\ud558\ub294 \uc870\uc9c1\uc758 \ubd80\ub2f4\ub3c4 \uacbd\uac10\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c AutoML\uc740 \uc804\ubb38\uac00 \ub370\uc774\ud130 \uacfc\ud559\uc790\uac00 \uc815\ub9bd\ud55c \ucd5c\uc120\uc758 \uae30\ubc95\uc5d0 \uae30\ubc18\ud558\uc5ec \uac1c\ubc1c\ub418\uc5c8\uae30\uc5d0 \ubaa8\ub378\uc758 \uc815\ud655\uc131\uacfc \uc778\uc0ac\uc774\ud2b8\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc624\ub958\ub098 \ud3b8\ud5a5\uc758 \uac00\ub2a5\uc131\uc744 \uc904\uc774\ub294 \ub370\ub3c4 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. AutoML \ubaa8\ub378\uc740 \uac1c\ubcc4 \uac1c\ubc1c\uc790\ub098 \uc870\uc9c1\uc774 \uc9c1\uc811 \ucd5c\uc120\uc758 \uae30\ubc95\uc744 \uad6c\ud604\ud558\uc9c0 \uc54a\uc544\ub3c4 \ub41c\ub2e4\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>\uba38\uc2e0\ub7ec\ub2dd\uc744<\/strong> <strong>\uc704\ud55c<\/strong> <strong>\uc9c0\uc18d\uc801<\/strong> <strong>\ud1b5\ud569<\/strong> <strong>\ubc0f<\/strong> <strong>\ubc30\ud3ec<\/strong><\/h3>\n<p>MLOps \ud658\uacbd\uc5d0\uc11c \uc9c0\uc18d\uc801 \ud1b5\ud569(CI)\uc740 \ubaa8\ub378 \uac1c\ubc1c \uacfc\uc815\uc758 \uc0dd\uc131\uacfc \uac80\uc99d \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. CI\uc758 \ubaa9\ud45c\ub294 \ucf54\ub4dc\ub97c \uc791\uc131\ud558\uace0 \ubc30\ud3ec \uc804\uc5d0 \ucf54\ub4dc\uc640 \ubaa8\ub378\uc758 \ud488\uc9c8\uc744 \ud655\uc778\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub2e4\uc591\ud55c \uc0d8\ud50c \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud14c\uc2a4\ud2b8\uac00 \uc218\ud589\ub418\uc5b4 \ubaa8\ub378\uc774 \uc608\uc0c1\ub300\ub85c \uc791\ub3d9\ud558\uace0 \ud488\uc9c8 \uae30\uc900\uc744 \ucda9\uc871\ud558\ub294\uc9c0 \uac80\uc99d\ud569\ub2c8\ub2e4.<\/p>\n<p>CI \uacfc\uc815\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>Jupyter \ub178\ud2b8\ubd81\uc5d0\uc11c \uc791\uc131\ud55c \ud0d0\uc0c9\uc801 \ucf54\ub4dc\ub97c Python \ub610\ub294 R \uc2a4\ud06c\ub9bd\ud2b8\ub85c \ub9ac\ud329\ud1a0\ub9c1<\/li>\n<li>\ub204\ub77d\ub418\uac70\ub098 \uc624\ub958\uac00 \uc788\ub294 \uc2e0\uaddc \uc785\ub825 \ub370\uc774\ud130 \uac80\uc99d<\/li>\n<li>\uc5d4\ub4dc\ud22c\uc5d4\ub4dc \ud30c\uc774\ud504\ub77c\uc778 \ub0b4 \ub2e8\uc704 \ud14c\uc2a4\ud2b8 \ubc0f \ud1b5\ud569 \ud14c\uc2a4\ud2b8 \uc218\ud589<\/li>\n<li>Azure DevOps\uc758 Azure Pipelines, GitHub Actions \uac19\uc740 \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c \uc774\uc6a9\ud55c \ucf54\ub4dc \ub9b0\ud305 \ubc0f \ub2e8\uc704 \ud14c\uc2a4\ud2b8 \uc2e4\ud589<\/li>\n<\/ul>\n<p>\uc9c0\uc18d\uc801 \ubc30\ud3ec(Continuous Delivery)\ub294 \ubaa8\ub378\uc744 \uc548\uc804\ud558\uac8c \uc2e4\uc81c \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\uae30 \uc704\ud55c \uc77c\ub828\uc758 \uc808\ucc28\ub97c \ub9d0\ud569\ub2c8\ub2e4. \uccab \ub2e8\uacc4\ub85c, \ubaa8\ub378\uc744 \uac1c\ubc1c \ubc0f \ud14c\uc2a4\ud2b8 \ud658\uacbd \uac19\uc740 \uc0ac\uc804 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0 \ud328\ud0a4\uc9d5\ud558\uc5ec \ubc30\ud3ec\ud569\ub2c8\ub2e4. \uc774\ub54c, \ud30c\ub77c\ubbf8\ud130, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ubc0f \uae30\ud0c0 \ubaa8\ub378 \uc544\ud2f0\ud329\ud2b8\uc758 \ud734\ub300\uc131\uc774 \uc720\uc9c0\ub418\uc5b4\uc57c \ud558\uba70 \uc774\ub294 \ud2b9\ud788 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\uacfc \uc548\uc815\uc801 \ud655\uc0b0 \ubaa8\ub378\uc5d0\uc11c \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub378\uc774 \ub2e8\uc704 \ud14c\uc2a4\ud2b8\uc640 \ud488\uc9c8 \ubcf4\uc99d \ud14c\uc2a4\ud2b8\ub97c \ubaa8\ub450 \ud1b5\uacfc\ud558\uba74 \ud504\ub85c\ub355\uc158 \ubc30\ud3ec \uc2b9\uc778 \ub2e8\uacc4\ub85c \ub118\uc5b4\uac11\ub2c8\ub2e4.<\/p>\n<p>\uc9c0\uc18d\uc801 \ubc30\ud3ec(Continuous Deployment)\ub294 \uc2b9\uc778\ub41c \ubaa8\ub378\uc744 \uc218\ub3d9 \uac1c\uc785 \uc5c6\uc774 \uc790\ub3d9\uc73c\ub85c \ubc30\ud3ec\ud558\ub294 \uacfc\uc815\uc744 \uc758\ubbf8\ud558\uba70 \ucf54\ub4dc \ucee4\ubc0b\ubd80\ud130 \ud504\ub85c\ub355\uc158 \ubc30\ud3ec\uae4c\uc9c0 \uc644\uc804 \uc790\ub3d9\ud654\ub41c \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ubaa8\ub378<\/strong> <strong>\uc7ac\ud559\uc2b5<\/strong> <strong>\ubc0f<\/strong> <strong>\uc9c0\uc18d\uc801<\/strong> <strong>\uad50\uc721<\/strong><\/h3>\n<p>MLOps\uac00 \uae30\uc874 DevOps\uc640 \ucc28\ubcc4\ud654\ub418\ub294 \uc8fc\uc694 \ud2b9\uc9d5 \uc911 \ud558\ub098\ub294 \uc9c0\uc18d\uc801\uc778 \uc7ac\ud559\uc2b5\uc758 \ud544\uc694\uc131\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uac00 \uba85\uc2dc\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\uc9c0 \uc54a\ub294 \ud55c \uc815\uc801\uc778 \uc0c1\ud0dc\ub85c \uc720\uc9c0\ub418\ub294 \ubc18\uba74, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc2e4\uc81c \ud658\uacbd \ub370\uc774\ud130\uc758 \ud1b5\uacc4\uc801 \ud2b9\uc131\uc774 \ubcc0\ud654\ud568\uc5d0 \ub530\ub77c \uc2dc\uac04\uc774 \uc9c0\ub098\uba74\uc11c \uc131\ub2a5 \uc800\ud558\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9\ud654\ub41c \ubaa8\ub378 \uc7ac\ud559\uc2b5 \uc2dc\uc2a4\ud15c\uc740 \ud559\uc2b5 \ub370\uc774\ud130\uc640 \ucd94\ub860 \ub370\uc774\ud130 \uac04\uc758 \ucc28\uc774\ub85c \uc778\ud55c \ubaa8\ub378 \ub4dc\ub9ac\ud504\ud2b8\uac00 \uac10\uc9c0\ub418\uba74 \uc54c\ub9bc\uc744 \uc0dd\uc131\ud558\uace0 \uc801\uc808\ud55c \ub300\uc751 \uc870\uce58\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378 \uc131\ub2a5 \uc9c0\ud45c\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \uc131\ub2a5\uc774 \ud5c8\uc6a9 \uac00\ub2a5\ud55c \uae30\uc900 \uc774\ud558\ub85c \ub5a8\uc5b4\uc9c8 \ub54c \uc7ac\ud559\uc2b5 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\ub3c4\ub85d \ud2b8\ub9ac\uac70\ud558\ub294 \uacfc\uc815\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc7ac\ud559\uc2b5 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc790\ub3d9\ud654\ub294 \uc5ec\ub7ec \uc694\uc18c\ub97c \uade0\ud615 \uc788\uac8c \uad00\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \ud300\uc740 \ubaa8\ub378 \uac31\uc2e0 \uc8fc\uae30\ub97c \uacb0\uc815\ud558\uace0, \ucd94\ub860 \uc694\uccad \uc2dc\uac04 \uad00\ub9ac \ubc0f \ud14c\uc2a4\ud2b8\uc640 \ud488\uc9c8 \ubcf4\uc99d(QA)\uacfc \uac19\uc740 \uc0dd\uc0b0 \ud658\uacbd \ud2b9\uc131\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c DevOps \uc6d0\uce59\uc744 \ucc28\uc6a9\ud55c \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac \ubc0f \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130 \uac19\uc740 CI\/CD \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc804 \ud504\ub85c\ub355\uc158 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc790\ub3d9\ud654\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3><strong>\ubaa8\ub2c8\ud130\ub9c1\uacfc<\/strong> <strong>\uad00\uce21<\/strong><\/h3>\n<p>\ubaa8\ub378 \uc131\ub2a5, \ub370\uc774\ud130 \ud488\uc9c8, \uc778\ud504\ub77c \uc0c1\ud0dc\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba74, \ubb38\uc81c\uac00 \ud504\ub85c\ub355\uc158 \uc2dc\uc2a4\ud15c\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\uae30 \uc804\uc5d0 \uc120\uc81c\uc801\uc73c\ub85c \uc2dd\ubcc4\ud558\uace0 \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc2dc\uac01\ud654\ub294 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc758 \uc6d0\ud65c\ud55c \uc9c4\ud589 \uc5ec\ubd80, \ubaa8\ub378 \ud559\uc2b5\uc758 \uc815\ud655\ub3c4, \uadf8\ub9ac\uace0 \ubaa8\ub378 \uacb0\uacfc\ub85c\ubd80\ud130\uc758 \uc778\uc0ac\uc774\ud2b8 \ub3c4\ucd9c\uc5d0 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h3><strong>\uc131\ub2a5<\/strong> <strong>\ubaa8\ub2c8\ud130\ub9c1<\/strong> <strong>\ubc0f<\/strong> <strong>\ub4dc\ub9ac\ud504\ud2b8<\/strong> <strong>\uac10\uc9c0<\/strong><\/h3>\n<p>\ubaa8\ub378 \ubaa8\ub2c8\ud130\ub9c1\uc740 \ud504\ub85c\ub355\uc158 \ud658\uacbd \ub0b4 \ubaa8\ub378 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc810\uac80\ud558\uba70 \uc815\ud655\ub3c4 \uc800\ud558(accuracy drift), \ud3b8\ud5a5(bias), \uacf5\uc815\uc131 \uc774\uc288 \ub4f1\uc758 \ubb38\uc81c\ub97c \uc870\uae30\uc5d0 \ubc1c\uacac\ud574 \ubaa8\ub378\uc758 \uc720\ud6a8\uc131\uacfc \uc724\ub9ac\uc801 \uc2e0\ub8b0\uc131\uc744 \uc720\uc9c0\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \ubaa8\ub2c8\ud130\ub9c1\uc740 \ud604\uc7ac \uc131\ub2a5\uc744 \uad00\ub9ac\ud568\uacfc \ub3d9\uc2dc\uc5d0 \uc7a0\uc7ac\uc801 \ubb38\uc81c\ub97c \ubbf8\ub9ac \uc608\uce21\ud558\ub294 \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<p>\uac15\ub825\ud55c \uc54c\ub9bc \ubc0f \ud1b5\uc9c0 \uccb4\uacc4 \uad6c\ucd95\uc740 \ubaa8\ub2c8\ud130\ub9c1 \ud65c\ub3d9\uc744 \ubcf4\uc644\ud558\ub294 \ud544\uc218 \uc694\uc18c\uc785\ub2c8\ub2e4. \ud574\ub2f9 \uc2dc\uc2a4\ud15c\uc740 \uc131\ub2a5 \uc800\ud558\ub098 \uae30\ud0c0 \ubb38\uc81c \ubc1c\uc0dd \uc9d5\ud6c4\ub97c \uc870\uae30 \uacbd\uace0\ud558\uc5ec \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\ud2f0\uc2a4\ud2b8\uc640 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc2e0\uc18d\ud788 \uc6d0\uc778\uc744 \uc870\uc0ac\ud558\uace0 \ub300\uc751\ud560 \uc218 \uc788\uac8c \ud568\uc73c\ub85c\uc368, \ubaa8\ub378 \uc131\ub2a5\uacfc \ucd5c\uc885 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ub370\uc774\ud130<\/strong> <strong>\ub4dc\ub9ac\ud504\ud2b8\uc640<\/strong> <strong>\uac1c\ub150<\/strong> <strong>\ub4dc\ub9ac\ud504\ud2b8<\/strong><\/h3>\n<p>\ub370\uc774\ud130 \ub4dc\ub9ac\ud504\ud2b8(Data drift)\ub294 \uc785\ub825 \ub370\uc774\ud130\uc758 \ud1b5\uacc4\uc801 \ud2b9\uc131\uc774 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 \ud604\uc0c1\uc744 \ub9d0\ud558\uba70, \uac1c\ub150 \ub4dc\ub9ac\ud504\ud2b8(Concept drift)\ub294 \uc785\ub825 \ud2b9\uc9d5\uacfc \ubaa9\ud45c \ubcc0\uc218 \uac04 \uad00\uacc4\uac00 \ubcc0\ud558\ub294 \uacbd\uc6b0\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \ub450 \uacbd\uc6b0 \ubaa8\ub450, \uae30\ubcf8 \ucf54\ub4dc\uac00 \ubcc0\uacbd\ub418\uc9c0 \uc54a\uc544\ub3c4 \ubaa8\ub378 \uc131\ub2a5 \uc800\ud558\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9 \ub4dc\ub9ac\ud504\ud2b8 \uac10\uc9c0\ub294 \ud504\ub85c\ub355\uc158 \ub370\uc774\ud130 \ubd84\ud3ec\uc640 \ud559\uc2b5 \ub370\uc774\ud130 \ubd84\ud3ec\ub97c \ube44\uad50\ud558\uc5ec \uc7ac\ud559\uc2b5\uc774 \ud544\uc694\ud55c \uc2dc\uc810\uc744 \uc2dd\ubcc4\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\uc778\ud504\ub77c<\/strong> <strong>\ubc0f<\/strong> <strong>\uc790\uc6d0<\/strong> <strong>\ubaa8\ub2c8\ud130\ub9c1<\/strong><\/h3>\n<p>\ubaa8\ub378 \uc131\ub2a5\uc744 \ub118\uc5b4\uc11c, \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ub85c\ub4dc\ub97c \uc9c0\uc6d0\ud558\ub294 \uae30\ubc18 \uc778\ud504\ub77c\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uc77c\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ucef4\ud4e8\ud305 \uc790\uc6d0 \ud65c\uc6a9\ub3c4, \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9, \uc800\uc7a5 \uc6a9\ub7c9, \ub124\ud2b8\uc6cc\ud06c \uc131\ub2a5 \ucd94\uc801\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<p>GPU \uac00\uc18d \uc6cc\ud06c\ub85c\ub4dc\uc758 \uacbd\uc6b0, GPU \ud65c\uc6a9\ub960, \uba54\ubaa8\ub9ac \uc0c1\ud0dc, \uc628\ub3c4 \ubaa8\ub2c8\ud130\ub9c1\uc774 \ub354\uc6b1 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc790\uc6d0 \ubaa8\ub2c8\ud130\ub9c1\uc740 \ud65c\uc6a9\ub3c4\uac00 \ub0ae\uc740 \uc790\uc6d0\uc744 \uc2dd\ubcc4\ud558\uace0 \uc801\uc808\ud788 \uc778\ud504\ub77c\ub97c \ud655\uc7a5\ud558\uc5ec \ube44\uc6a9\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ub610\ud55c, \uc6a9\ub7c9 \uc81c\uc57d\uc744 \uc0ac\uc804\uc5d0 \uac10\uc9c0\ud574 \ubaa8\ub378 \uc11c\ube44\uc2a4\uc758 \uc9c0\uc5f0 \uc2dc\uac04\uc774\ub098 \ucc98\ub9ac\ub7c9\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\uae30 \uc804\uc5d0 \uc11c\ube44\uc2a4 \uc911\ub2e8\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>\uc124\uba85<\/strong> <strong>\uac00\ub2a5\uc131\uacfc<\/strong> <strong>\ubaa8\ub378<\/strong> <strong>\uac70\ubc84\ub10c\uc2a4<\/strong><\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud55c \ube44\uc988\ub2c8\uc2a4 \uc758\uc0ac\uacb0\uc815\uc744 \uc8fc\ub3c4\ud568\uc5d0 \ub530\ub77c, \ubaa8\ub378 \uc608\uce21 \uacb0\uacfc\ub97c \uc124\uba85\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub378 \uc124\uba85 \ub3c4\uad6c\ub294 \uc5b4\ub5a4 \ud2b9\uc9d5\uc774 \uc608\uce21\uc5d0 \uac00\uc7a5 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \ud30c\uc545\ud558\uac8c \ud574\uc90c\uc73c\ub85c\uc368 \ub514\ubc84\uae45, \uac80\uc99d, \uaddc\uc81c \uc900\uc218\uc5d0 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub378 \uac70\ubc84\ub10c\uc2a4\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \ucc45\uc784 \uc788\ub294 \uac1c\ubc1c, \ubc30\ud3ec, \uc0ac\uc6a9\uc744 \uaddc\uc815\ud558\ub294 \uc815\ucc45\uacfc \uac00\uc774\ub4dc\ub77c\uc778\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uac70\ubc84\ub10c\uc2a4 \uccb4\uacc4\ub294 \uacf5\uc815\uc131, \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638, \uaddc\uc81c \uc900\uc218 \ub4f1 \uc724\ub9ac\uc801 \uace0\ub824\ub97c \ud3ec\ud568\ud558\uc5ec \ubaa8\ub378\uc774 \uc724\ub9ac\uc801\uc774\uace0 \ucc45\uc784\uac10 \uc788\uac8c \uc0ac\uc6a9\ub418\ub3c4\ub85d \ubcf4\uc7a5\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uacac\uace0\ud55c \uba38\uc2e0\ub7ec\ub2dd \uac70\ubc84\ub10c\uc2a4 \uc804\ub7b5 \uc218\ub9bd\uc740 \uc704\ud5d8\uc744 \uc644\ud654\ud558\uace0 \uae30\uc220\uc758 \uc624\ub0a8\uc6a9\uc744 \ubc29\uc9c0\ud558\uba70, \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uac00 \ud3ed\ub113\uc740 \uc724\ub9ac\uc801\u00b7\ubc95\uc801 \uae30\uc900\uacfc \uc77c\uce58\ud558\ub3c4\ub85d \ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h2><strong>MLOps<\/strong><strong>\ub97c<\/strong> <strong>\uc704\ud55c<\/strong> <strong>\ud611\uc5c5<\/strong> <strong>\uc6cc\ud06c\ud50c\ub85c\uc6b0<\/strong><\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-22481\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/11-MLOps-2.webp\" alt=\"MLOps\" width=\"1200\" height=\"630\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/11-MLOps-2.webp 1200w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/11-MLOps-2-1024x538.webp 1024w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2026\/02\/11-MLOps-2-768x403.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>MLOps\ub294 \ub370\uc774\ud130 \uacfc\ud559\uc790, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4, IT \uc6b4\uc601\ud300 \uac04\uc758 \uc7a5\ubcbd\uc744 \ud5c8\ubb3c\uc5b4 \uc6d0\ud65c\ud55c \uc18c\ud1b5\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub4e0 \ucc38\uc5ec\uc790\uac00 \uc804\uccb4 \ud504\ub85c\uc138\uc2a4\ub97c \uc774\ud574\ud558\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uae30\uc5ec\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p>\ud611\uc5c5 \ub3c4\uad6c\ub294 MLOps \ud30c\uc774\ud504\ub77c\uc778 \ub0b4 \ub2e4\uc591\ud55c \uc774\ud574\uad00\uacc4\uc790 \uac04 \ucee4\ubba4\ub2c8\ucf00\uc774\uc158\uacfc \uc9c0\uc2dd \uacf5\uc720\ub97c \uac15\ud654\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ub370\uc774\ud130<\/strong><strong>, <\/strong><strong>\ubaa8\ub378<\/strong> <strong>\ubc0f<\/strong> <strong>\ucf54\ub4dc\uc758<\/strong> <strong>\ubc84\uc804<\/strong> <strong>\uad00\ub9ac<\/strong><\/h3>\n<p>Git\uacfc \uac19\uc740 \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\uba74 \ud300\uc740 \ubcc0\uacbd \ub0b4\uc5ed\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0 \uacfc\uac70 \ubc84\uc804\uc73c\ub85c \ub418\ub3cc\ub9b4 \uc218 \uc788\uc73c\uba70, \uc5ec\ub7ec \uc2e4\ud5d8\uc744 \uc704\ud55c \ube0c\ub79c\uce58 \uad00\ub9ac\ub97c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud558\uc9c0\ub9cc \uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uae30\uc874 \ucf54\ub4dc \uc911\uc2ec\uc758 \ubc84\uc804 \uad00\ub9ac\uc5d0 \ub354\ud558\uc5ec \ub370\uc774\ud130\uc640 \ubaa8\ub378\uae4c\uc9c0 \ud3ec\ud568\ud558\ub3c4\ub85d \ud655\uc7a5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \ubc84\uc804 \uad00\ub9ac\ub294 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub978 \ub370\uc774\ud130\uc14b \ubcc0\ud654\ub97c \ucd94\uc801\ud558\uc5ec \uc2e4\ud5d8 \uc7ac\ud604\uc131\uacfc \uacb0\uacfc \ucd94\uc801\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ubaa8\ub378 \ud6c8\ub828 \uc2dc \uc0ac\uc6a9\ub41c \uc815\ud655\ud55c \ub370\uc774\ud130 \ubc84\uc804\uc744 \uae30\ub85d\ud558\ub294 \uac83\uc774 \ubb38\uc81c \ud574\uacb0\uacfc \uacb0\uacfc \uc7ac\ud604\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub378 \ubc84\uc804 \uad00\ub9ac\ub294 \uac01 \ubaa8\ub378\uc758 \ud559\uc2b5 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130, \ud6c8\ub828 \ub370\uc774\ud130 \ubc84\uc804, \ucf54\ub4dc \ubc84\uc804\uc744 \ud3ec\ud568\ud574 \ub2e4\uc591\ud55c \ud559\uc2b5 \uacb0\uacfc\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \ud3ec\uad04\uc801\uc778 \ubc84\uc804 \uad00\ub9ac\ub294 \ubaa8\ub378 \uc131\ub2a5\uc744 \ube44\uad50\ud558\uace0 \ud544\uc694 \uc2dc \uc774\uc804 \ubc84\uc804\uc73c\ub85c \ub864\ubc31\ud558\uba70, \uc6d0\uc2dc \ub370\uc774\ud130\ubd80\ud130 \ubc30\ud3ec\ub41c \ubaa8\ub378\uae4c\uc9c0 \uc644\uc804\ud55c \uc5f0\uacc4\ub97c \uc720\uc9c0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h3><strong>\uba38\uc2e0\ub7ec\ub2dd<\/strong> <strong>\ud504\ub85c\uc81d\ud2b8\ub97c<\/strong> <strong>\uc704\ud55c<\/strong> <strong>\uc560\uc790\uc77c<\/strong> <strong>\uae30\ud68d<\/strong><\/h3>\n<p>\uc560\uc790\uc77c \uae30\ud68d\uc740 \uc791\uc5c5\uc744 \ud2b9\uc815 \uae30\uac04\uc758 \uc2a4\ud504\ub9b0\ud2b8 \ub2e8\uc704\ub85c \ub098\ub204\uc5b4 \uc5c5\ubb34\ub97c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud300\uc740 \ubcc0\ud654\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud558\uace0 \ubaa8\ub378\uc744 \uc810\uc9c4\uc801\uc73c\ub85c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub378 \ud6c8\ub828\uc740 \uc9c0\uc18d\uc801\uc778 \uacfc\uc815\uc77c \uc218 \uc788\uc73c\ubbc0\ub85c, \uc560\uc790\uc77c \uae30\ud68d\uc740 \ud504\ub85c\uc81d\ud2b8 \ubc94\uc704 \uc124\uc815\uacfc \ud300 \ub0b4 \ud611\ub825\uc5d0\ub3c4 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<p>Azure DevOps\uc758 Azure Boards, GitHub \uc774\uc288\uc640 \uac19\uc740 \ub3c4\uad6c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc560\uc790\uc77c \uad00\ub9ac\ub97c \uc9c0\uc6d0\ud558\uba70, \uc2e4\ud5d8, \ubaa8\ub378 \ubc18\ubcf5, \ubc30\ud3ec \ub9c8\uc77c\uc2a4\ud1a4\uc744 \ucd94\uc801\ud558\uace0 \uc804\uc0ac\uc801 \ud22c\uba85\uc131\uc744 \uc720\uc9c0\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba3c\uc800 \uc694\uccad\ud558\uc2e0 \uc601\uc5b4 \ud14d\uc2a4\ud2b8\ub294 \uba38\uc2e0\ub7ec\ub2dd \ud658\uacbd\uc5d0\uc11c \uc778\ud504\ub77c \uad00\ub9ac, \ud504\ub85c\ub355\uc158 \uc6b4\uc601\uc758 \ub3c4\uc804\uacfc\uc81c, \ucef4\ud4e8\ud2b8 \ub9ac\uc18c\uc2a4 \uad00\ub9ac, \ub124\ud2b8\uc6cc\ud06c \uc778\ud504\ub77c \uc911\uc694\uc131 \ub4f1 MLOps \ud575\uc2ec \uc8fc\uc81c\ub4e4\uc744 \ub2e4\ub8e8\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>ML <\/strong><strong>\ud658\uacbd\uc744<\/strong> <strong>\uc704\ud55c<\/strong> <strong>\uc778\ud504\ub77c<\/strong> <strong>\ucf54\ub4dc<\/strong><\/h3>\n<p>\uc778\ud504\ub77c \ucf54\ub4dc\ub294 \ubaa8\ub378 \ud559\uc2b5, \ubc30\ud3ec, \uc11c\ube44\uc2a4\uc5d0 \ud544\uc694\ud55c \uc778\ud504\ub77c\ub97c \ubc18\ubcf5\uc801\uc774\uace0 \uc790\ub3d9\ud654\ud560 \uc218 \uc788\uac8c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 Azure, AWS, \uad6c\uae00 \ud074\ub77c\uc6b0\ub4dc \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \ub9ac\uc18c\uc2a4\ub97c \uc791\uc5c5 \uc720\ud615\uc5d0 \ub9de\uac8c \ucf54\ub4dc\ub85c \uc815\uc758\ud558\uace0 \ud574\ub2f9 \ucf54\ub4dc\ub97c \uc800\uc7a5\uc18c\uc5d0\uc11c \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uc778\ud504\ub77c\uc5d0 \ub300\ud55c \ubc84\uc804 \uad00\ub9ac\uac00 \uac00\ub2a5\ud574\uc9c0\uace0, \ud544\uc694\uc5d0 \ub530\ub77c \uc790\uc6d0 \ucd5c\uc801\ud654, \ube44\uc6a9 \ud6a8\uc728\ud654, \uc131\ub2a5 \ud29c\ub2dd \ubcc0\uacbd\uc774 \uc6a9\uc774\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c IaC\ub294 \uac1c\ubc1c, \uc2a4\ud14c\uc774\uc9d5, \ud504\ub85c\ub355\uc158 \ud658\uacbd \uac04 \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ud754\ud788 \ubc1c\uc0dd\ud558\ub294 \u2018\ub0b4 \ucef4\ud4e8\ud130\uc5d0\uc11c\ub294 \uc798 \uc791\ub3d9\ud558\ub294\ub370\u2019 \ubb38\uc81c\ub97c \ud06c\uac8c \uc904\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<h2><strong>\ud504\ub85c\ub355\uc158<\/strong> <strong>\ub2e8\uacc4\uc758<\/strong> <strong>\ub3c4\uc804\uacfc<\/strong> <strong>\ud574\uacb0\ucc45<\/strong><strong>: <\/strong><strong>\uc2e4\uc81c<\/strong> <strong>\uc801\uc6a9<\/strong> <strong>\uc2dc<\/strong> <strong>\uace0\ub824\uc0ac\ud56d<\/strong><\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc758 \ud504\ub85c\ub355\uc158\ud654\ub294 \uc27d\uc9c0 \uc54a\uc740 \uacfc\uc81c\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc218\uba85 \uc8fc\uae30\ub294 \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5, \ud29c\ub2dd, \ubc30\ud3ec, \ubaa8\ub2c8\ud130\ub9c1, \uc124\uba85 \uac00\ub2a5\uc131 \ud655\ubcf4 \ub4f1 \ubcf5\uc7a1\ud55c \uc5ec\ub7ec \ucef4\ud3ec\ub10c\ud2b8\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\uc2a4, ML \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ub4f1 \uc5ec\ub7ec \ud300 \uac04 \ud611\uc5c5\uacfc \uc5c5\ubb34 \uc778\uc218\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3><strong>\ub300\uaddc\ubaa8<\/strong> <strong>\ucef4\ud4e8\ud305<\/strong> <strong>\ub9ac\uc18c\uc2a4<\/strong> <strong>\uad00\ub9ac<\/strong><\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ub85c\ub4dc\uc758 \uc5f0\uc0b0 \uc694\uad6c\ub7c9\uc740 \uc218\uba85 \uc8fc\uae30 \ub2e8\uacc4\ubcc4\ub85c \ud06c\uac8c \ub2e4\ub985\ub2c8\ub2e4.<\/p>\n<p>\ub300\uaddc\ubaa8 \ub525\ub7ec\ub2dd \ubaa8\ub378 \ud559\uc2b5\uc740 \uc218\uc77c\uc5d0\uc11c \uc218\uc8fc\uac04 GPU \ud074\ub7ec\uc2a4\ud130\ub97c \uac00\ub3d9\ud574\uc57c \ud560 \uc218 \uc788\uc73c\uba70, \ucd94\ub860(\uc778\ud37c\ub7f0\uc2a4) \ub2e8\uacc4\ub294 \ucd08\ub2f9 \uc218\ucc9c \uac74\uc758 \uc694\uccad\uc744 \ubc00\ub9ac\ucd08 \ub2e8\uc704 \uc9c0\uc5f0 \uc2dc\uac04 \ub0b4\uc5d0 \ucc98\ub9ac\ud574\uc57c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>MLOps \uad00\ud589\uc740 \uc774\ub7ec\ud55c \ub2e4\uc591\ud55c \uc694\uad6c\uc5d0 \ub9de\ucdb0 \ucef4\ud4e8\ud2b8 \uc790\uc6d0\uc744 \ub3d9\uc801\uc73c\ub85c \ud560\ub2f9\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc790\uc6d0 \ud560\ub2f9 \uc790\ub3d9\ud654\ub294 \ub2e4\uc74c\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<li>\uace0\uac00\uc758 GPU \uc790\uc6d0\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ud65c\uc6a9<\/li>\n<li>\ubcc0\ub3d9\ud558\ub294 \uc791\uc5c5 \ubd80\ud558\uc5d0 \ub300\uc751\ud55c \uc790\ub3d9 \ud655\uc7a5<\/li>\n<li>\uc2a4\ud31f \uc778\uc2a4\ud134\uc2a4\ub098 \uc120\uc810\ud615 \ucef4\ud4e8\ud2b8 \ud65c\uc6a9\uc744 \ud1b5\ud55c \ube44\uc6a9 \ucd5c\uc801\ud654<\/li>\n<li>\ub124\ud2b8\uc6cc\ud06c \uc778\ud504\ub77c\uc758 \uc911\uc694\uc131 \ubc0f \uace0\ub824\uc0ac\ud56d<\/li>\n<\/ul>\n<p>\uc6d0\ud65c\ud558\uace0 \uc548\uc815\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \uc6b4\uc601\uc744 \uc704\ud574\uc11c\ub294 \ub124\ud2b8\uc6cc\ud06c \uc778\ud504\ub77c\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubaa8\ub4e0 \ub3c4\uad6c\uc640 \uc2dc\uc2a4\ud15c\uc774 \uc6d0\ud65c\ud558\uac8c \ud1b5\uc2e0\ud558\uace0, \uc678\ubd80 \uc18c\uc2a4\uc640\uc758 \ub370\uc774\ud130 \uc1a1\uc218\uc2e0\uc5d0\uc11c \ubcd1\ubaa9 \ud604\uc0c1\uc774 \uc5c6\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub124\ud2b8\uc6cc\ud0b9 \ub9ac\uc18c\uc2a4\uac00 \uc694\uad6c\uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub294\uc9c0 \ud655\uc778\ud558\ub824\uba74 \ud604\uc7ac \uc791\uc5c5 \uc911\uc778 \ud658\uacbd \uc804\ubc18\uc744 \uace0\ub824\ud558\uace0, \ucc98\ub9ac \ubc0f \uc800\uc7a5 \ub2a5\ub825\uacfc \ub124\ud2b8\uc6cc\ud06c \uc5ed\ub7c9\uc774 \uc801\uc808\ud788 \uade0\ud615\uc744 \uc774\ub8e8\ub294\uc9c0 \uc2e0\uc911\ud558\uac8c \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\uba38\uc2e0\ub7ec\ub2dd<\/strong> <strong>\ud30c\uc774\ud504\ub77c\uc778\uc758<\/strong> <strong>\ubcf4\uc548<\/strong> <strong>\ubc0f<\/strong> <strong>\ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4<\/strong><\/h3>\n<p>\ubaa8\ub378 \ud559\uc2b5\uacfc \uc801\uc6a9\uc5d0\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uac00 \ud544\uc694\ud558\uba70, \uc774 \ub370\uc774\ud130\ub294 \uc885\uc885 \ubbfc\uac10\ud558\uac70\ub098 \ub9e4\uc6b0 \uac00\uce58 \uc788\ub294 \uc815\ubcf4\uc785\ub2c8\ub2e4. \ube45\ub370\uc774\ud130\ub294 \ub79c\uc12c\uc6e8\uc5b4 \uacf5\uaca9 \ub610\ub294 \ub370\uc774\ud130 \uc720\ucd9c\uc744 \ud1b5\ud55c \ubd88\ubc95 \uac70\ub798 \ub4f1 \uc545\uc758\uc801\uc778 \ubaa9\uc801\uc744 \uac00\uc9c4 \uacf5\uaca9\uc790\ub4e4\uc5d0\uac8c \ub9e4\ub825\uc801\uc778 \ub300\uc0c1\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ubaa8\ub378\uc758 \ubaa9\uc801\uc5d0 \ub530\ub77c \ub370\uc774\ud130\uac00 \ubd80\uc815\ud558\uac8c \uc870\uc791\ub420 \uacbd\uc6b0 \uc2ec\uac01\ud55c \ud53c\ud574\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\uc728\uc8fc\ud589\ucc28\uc5d0\uc11c \uac1d\uccb4 \uc778\uc2dd\uc744 \uc704\ud574 \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc774 \uace0\uc758\ub85c \uc870\uc791\ub418\uc5b4 \uc0ac\uace0\ub97c \uc720\ubc1c\ud55c\ub2e4\uba74 \uadf8 \uacb0\uacfc\ub294 \ub9e4\uc6b0 \uce58\uba85\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc778\ud504\ub77c\ub97c \uad6c\ucd95\ud560 \ub54c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ubcf4\uc548 \uc694\uc18c\ub97c \ubc18\ub4dc\uc2dc \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc774\uc0c1 \uc9d5\ud6c4\ub97c \ud0d0\uc9c0\ud560 \uc218 \uc788\ub294 \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5<\/li>\n<li>\uc800\uc7a5 \uc911\uc774\uac70\ub098 \uc804\uc1a1 \uc911\uc778 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc554\ud638\ud654<\/li>\n<li>\ub370\uc774\ud130\ub97c \uc548\uc804\ud558\uac8c \ubcf4\ud638\ud560 \uc218 \uc788\ub294 \uc811\uadfc \uc81c\uc5b4<\/li>\n<\/ul>\n<p>\ub610\ud55c, \ud300\uc740 \uc790\uc2e0\ub4e4\uc774 \ub2e4\ub8e8\ub294 \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ub418\ub294 \ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4 \uae30\uc900\uc744 \ubc18\ub4dc\uc2dc \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \uc800\uc7a5\uc774\ub098 \ucc98\ub9ac\uc758 \ubb3c\ub9ac\uc801 \uc704\uce58 \uc81c\ud55c, \ubbfc\uac10 \uc815\ubcf4 \uc0ac\uc6a9 \uc804 \ube44\uc2dd\ubcc4\ud654 \ub4f1\uc758 \uc870\uce58\ub97c \ucde8\ud574\uc57c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>\uac1c\ubc1c\uacfc<\/strong> <strong>\uc6b4\uc601<\/strong> <strong>\uac04<\/strong> <strong>\ud53c\ub4dc\ubc31<\/strong> <strong>\ub8e8\ud504<\/strong> <strong>\uad6c\ucd95<\/strong><\/h3>\n<p>\uc911\uc694\ud55c \ud53c\ub4dc\ubc31 \ub8e8\ud504\ub97c \ub9c8\ub828\ud558\uba74 \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\uc2a4 \ud300\uc740 \ubaa8\ub378 \ucd94\ub860 \uc131\ub2a5\uc744 \uc9c0\uc18d\ud574\uc11c \uac1c\uc120\ud558\ub294 \ub3d9\uc2dc\uc5d0, \uc0c8\ub86d\uac8c \uc5c5\ub370\uc774\ud2b8\ub41c \ubaa8\ub378\uc774 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc131\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\uc9c0 \uc54a\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub97c \uc704\ud574\uc11c\ub294 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c, \uc2e4\ud5d8 \ucd94\uc801 \ud50c\ub7ab\ud3fc, \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778 \uac04\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc774 \uc131\ub2a5 \uc800\ud558\ub97c \uac10\uc9c0\ud558\uba74 \uc790\ub3d9\uc73c\ub85c \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\uc2a4 \ud300\uc5d0 \uc54c\ub9bc\uc744 \uc804\ub2ec\ud558\uace0, \ud544\uc694\ud560 \uacbd\uc6b0 \uc7ac\ud559\uc2b5 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc2dc\uc791\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc7ac\ud559\uc2b5 \uacb0\uacfc\ub294 \ud604\uc7ac \ud504\ub85c\ub355\uc158 \ubaa8\ub378\uacfc \uccb4\uacc4\uc801\uc73c\ub85c \ube44\uad50 \ud3c9\uac00\ub418\uba70, \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc774 \uc131\ub2a5\uc774 \ubbf8\ud761\ud560 \uacbd\uc6b0 \ub864\ubc31\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc131\ub2a5 \ubb38\uc81c\uc640 \uc0c8\ub85c\uc6b4 \ud504\ub85c\ub355\uc158 \ub370\uc774\ud130\ub294 \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\uc2a4 \ud300\uc5d0 \ud53c\ub4dc\ubc31\ub418\uc5b4 \ubaa8\ub378\uc744 \uc870\uc815\ud558\uace0 \uac1c\uc120\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ud6c4 \uc5c5\ub370\uc774\ud2b8\ub41c \ubaa8\ub378\uc740 \uc6b4\uc601\ud300\uc5d0 \uc758\ud574 \ucca0\uc800\ud788 \ud14c\uc2a4\ud2b8\ub41c \ud6c4\uc5d0 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ub429\ub2c8\ub2e4.<\/p>\n<h2><strong>\uc870\uc9c1<\/strong> <strong>\ub0b4<\/strong><strong> MLOps <\/strong><strong>\uad6c\ud604\u00a0<\/strong><\/h2>\n<p>\uc870\uc9c1\uc758 MLOps \uc131\uc219\ub3c4\uc5d0 \ub530\ub77c \uad6c\ud604 \ubc29\uc2dd\uc740 \ub2e4\ub974\uac8c \uc811\uadfc\ud574\uc57c \ud569\ub2c8\ub2e4. MLOps \uc131\uc219\ub3c4 \ub2e8\uacc4\ub97c \uc774\ud574\ud558\uba74 \ud604\uc7ac \uc0c1\ud0dc\ub97c \uc815\ud655\ud788 \ud30c\uc545\ud558\uace0 \uac1c\uc120\uc774 \ud544\uc694\ud55c \uc601\uc5ed\uc744 \ucc3e\uc544\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>0<\/strong><strong>\ub2e8\uacc4<\/strong><strong>: MLOps <\/strong><strong>\ubbf8\uad6c\ud604<\/strong><\/p>\n<p>\ub300\ubd80\ubd84 \uc870\uc9c1\uc774 \uc774 \ub2e8\uacc4\uc5d0\uc11c \ucd9c\ubc1c\ud569\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc218\ub3d9\uc73c\ub85c \ubc30\ud3ec\ub418\uace0 \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\ud2f0\uc2a4\ud2b8\uac00 \uac1c\ubcc4\uc801\uc73c\ub85c \uad00\ub9ac\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \ubc29\uc2dd\uc740 \ube44\ud6a8\uc728\uc801\uc774\uba70 \uc624\ub958 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc774 \ub192\uace0, \ud504\ub85c\uc81d\ud2b8\uac00 \ucee4\uc9c8\uc218\ub85d \ud655\uc7a5\ub3c4 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>1<\/strong><strong>\ub2e8\uacc4<\/strong><strong>: ML <\/strong><strong>\ud30c\uc774\ud504\ub77c\uc778<\/strong> <strong>\uc790\ub3d9\ud654<\/strong><\/p>\n<p>\uc2a4\ud06c\ub9bd\ud2b8\ub098 CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc774\uc6a9\ud574 \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5, \ubc30\ud3ec \ub4f1 \ud544\uc218 \uc791\uc5c5\uc744 \uae30\ubcf8\uc801\uc73c\ub85c \uc790\ub3d9\ud654\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud504\ub85c\uc138\uc2a4\uc758 \ud6a8\uc728\uc131\uacfc \uc77c\uad00\uc131\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>2<\/strong><strong>\ub2e8\uacc4<\/strong><strong>: CI\/CD <\/strong><strong>\ud30c\uc774\ud504\ub77c\uc778<\/strong> <strong>\ud1b5\ud569<\/strong><\/p>\n<p>ML \ud30c\uc774\ud504\ub77c\uc778\uc744 \uae30\uc874 CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uacfc \uc644\ubcbd\ud788 \uc5f0\ub3d9\ud558\uc5ec \uc9c0\uc18d\uc801 \ud1b5\ud569, \ub51c\ub9ac\ubc84\ub9ac, \ubc30\ud3ec\uac00 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \uacfc\uc815\uc744 \ub9e4\ub044\ub7fd\uac8c \ud558\uba70 \ube60\ub978 \ubc18\ubcf5 \uc791\uc5c5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>3<\/strong><strong>\ub2e8\uacc4<\/strong><strong>: <\/strong><strong>\uace0\uae09<\/strong><strong> MLOps<\/strong><\/p>\n<p>\uc9c0\uc18d\uc801 \ubaa8\ub2c8\ud130\ub9c1, \uc790\ub3d9 \ubaa8\ub378 \uc7ac\ud559\uc2b5, \uc790\ub3d9 \ub864\ubc31 \uae30\ub2a5\uc744 \ud3ec\ud568\ud558\uba70, \ud611\uc5c5, \ubc84\uc804 \uad00\ub9ac, \uac70\ubc84\ub10c\uc2a4\uac00 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc2b5\ub2c8\ub2e4. \uc644\uc804\ud788 \ucd5c\uc801\ud654\ub418\uace0 \uacac\uace0\ud55c MLOps \ud658\uacbd\uc744 \uad6c\ud604\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n<h2><strong>MLOps <\/strong><strong>\uc5ec\uc815\uc744<\/strong> <strong>\uac00\uc18d\ud654\ud558\uc138\uc694<\/strong><strong>!\u00a0<\/strong><\/h2>\n<p>\ub300\uaddc\ubaa8 MLOps \uad6c\ud604\uc740 \ub370\uc774\ud130 \uacfc\ud559 \ud601\uc2e0\uacfc \ud504\ub85c\ub355\uc158 \uc548\uc815\uc131 \uc0ac\uc774\uc758 \uc12c\uc138\ud55c \uade0\ud615\uc744 \uc774\ud574\ud558\ub294 \uacbd\ud5d8 \ub9ce\uc740 \ud300\uc774 \ud544\uc218\uc785\ub2c8\ub2e4.<\/p>\n<p>HBLAB\uc740 <strong>10<\/strong><strong>\ub144<\/strong> <strong>\uc774\uc0c1\uc758<\/strong> <strong>\ub514\uc9c0\ud138<\/strong> <strong>\ub9de\ucda4<\/strong> <strong>\uc194\ub8e8\uc158<\/strong> <strong>\uad6c\ucd95<\/strong> <strong>\uacbd\ud5d8<\/strong>\uc744 \ubc14\ud0d5\uc73c\ub85c, \uc2e4\ud5d8\uc801\uc778 ML \ubaa8\ub378\uc744 \uacac\uace0\ud55c \ud504\ub85c\ub355\uc158 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc804\ud658\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \ub4dc\ub9ac\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>2017\ub144\ubd80\ud130 \uc313\uc544\uc628 \uae4a\uc740 <a href=\"https:\/\/hblabgroup.com\/ko\/ai-solutions\/\" target=\"_blank\" rel=\"noopener sponsored\">AI \uc804\ubb38\uc131<\/a> \ubc0f \uc120\ub3c4 \uc5f0\uad6c\uae30\uad00\uacfc\uc758 \uc804\ub7b5\uc801 \ud30c\ud2b8\ub108\uc2ed<\/li>\n<li>700\uba85 \uc774\uc0c1\uc758 IT \uc804\ubb38\uac00\uac00 \ud655\uc7a5 \uac00\ub2a5\ud55c ML \ud30c\uc774\ud504\ub77c\uc778, \uc790\ub3d9 \ubc30\ud3ec \uc2dc\uc2a4\ud15c, \uc885\ud569 \ubaa8\ub2c8\ud130\ub9c1 \ud504\ub808\uc784\uc6cc\ud06c \uad6c\ucd95\uc5d0 \ucc38\uc5ec<\/li>\n<li>30%\uc758 \uc2dc\ub2c8\uc5b4\uae09 \uc778\uc7ac(5\ub144 \uc774\uc0c1 \uacbd\ub825)\uac00 \uae30\uc5c5 \ub300\uaddc\ubaa8 \ubc30\ud3ec \uacbd\ud5d8\uc744 \ubc14\ud0d5\uc73c\ub85c \uac80\uc99d\ub41c MLOps \uc2e4\ubb34 \uc81c\uacf5<\/li>\n<li>\ub370\uc774\ud130 \ubc84\uc804 \uad00\ub9ac\ubd80\ud130 \uc9c0\uc18d\uc801 \uc7ac\ud559\uc2b5 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uae4c\uc9c0 \uc804 ML \ub77c\uc774\ud504\uc0ac\uc774\ud074 \uad00\ub9ac\uc5d0\uc11c CMMI 3\ub2e8\uacc4 \uc778\uc99d \ubcf4\uc720<\/li>\n<\/ul>\n<p>\ucc98\uc74c MLOps \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\ubd80\ud130 \uae30\uc874 ML \uc778\ud504\ub77c \ud655\uc7a5, \ub370\uc774\ud130 \uacfc\ud559\uacfc \uc6b4\uc601\ud300 \uac04 \ud53c\ub4dc\ubc31 \ub8e8\ud504 \uc644\uc131\uae4c\uc9c0, HBLAB\uc740 \ud488\uc9c8\uacfc \uc18d\ub3c4\ub97c \uc720\uc9c0\ud558\uba70 \ucd5c\ub300 30% \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc2e4\ud604\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc720\uc5f0\ud55c \ud611\uc5c5 \ubaa8\ub378\uc744 \ud1b5\ud574 \ub3c4\uad6c, \uc6cc\ud06c\ud50c\ub85c\uc6b0, \uc81c\ud488 \ub51c\ub9ac\ubc84\ub9ac \uc804\ubc18\uc5d0 \uac78\uccd0 \uc644\uc804\ud55c \uc81c\uc5b4\uad8c\uc744 \ub4dc\ub9ac\uba74\uc11c \ud504\ub85c\ub355\uc158 ML\ub85c\uc758 \uc5ec\uc815\uc744 \uac00\uc18d\ud654\ud574 \ub4dc\ub9bd\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/hblabgroup.com\/ko\/contact-us\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-15254 size-full\" src=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2025\/01\/Vietnam-IT-outsourcing-CTA.webp\" alt=\"Vietnam-IT-outsourcing\" width=\"800\" height=\"200\" title=\"\" srcset=\"https:\/\/hblabgroup.com\/wp-content\/uploads\/2025\/01\/Vietnam-IT-outsourcing-CTA.webp 800w, https:\/\/hblabgroup.com\/wp-content\/uploads\/2025\/01\/Vietnam-IT-outsourcing-CTA-768x192.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<h2><strong>\uc790\uc8fc<\/strong> <strong>\ubb3b\ub294<\/strong> <strong>\uc9c8\ubb38<\/strong><\/h2>\n<p><strong>MLOps<\/strong><strong>\ub780<\/strong> <strong>\ubb34\uc5c7\uc778\uac00\uc694<\/strong><strong>?<\/strong><\/p>\n<p>MLOps\ub294 Machine Learning Operations\uc758 \uc57d\uc790\ub85c, \uba38\uc2e0\ub7ec\ub2dd\uacfc DevOps \uc6d0\uce59\uc744 \uacb0\ud569\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc790\ub3d9\uc73c\ub85c \uac1c\ubc1c, \ud14c\uc2a4\ud2b8, \ubc30\ud3ec \ubc0f \uc6b4\uc601\ud558\ub294 \uc77c\ub828\uc758 \uc2e4\ucc9c \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559\uc790, ML \uc5d4\uc9c0\ub2c8\uc5b4, IT \uc6b4\uc601\ud300 \uac04\uc758 \ud611\uc5c5\uacfc \uc6cc\ud06c\ud50c\ub85c\ub97c \ud6a8\uc728\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>MLOps<\/strong><strong>\uc640<\/strong><strong> DevOps<\/strong><strong>\ub294<\/strong> <strong>\uc5b4\ub5bb\uac8c<\/strong> <strong>\ub2e4\ub978\uac00\uc694<\/strong><strong>?<\/strong><\/p>\n<p>DevOps\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c, \ud14c\uc2a4\ud2b8, \ubc30\ud3ec \uc790\ub3d9\ud654\uc5d0 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \ubc18\uba74 MLOps\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc5d0 \ud2b9\ud654\ub418\uc5b4 \ub370\uc774\ud130 \ubc84\uc804 \uad00\ub9ac, \ubaa8\ub378 \ud559\uc2b5, \ub370\uc774\ud130 \ubcc0\ud654 \ubaa8\ub2c8\ud130\ub9c1, \uc8fc\uae30\uc801 \uc7ac\ud559\uc2b5 \ub4f1\uc758 \uc694\uc18c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc989, MLOps\ub294 \u2018\ub370\uc774\ud130, \ubaa8\ub378, \ucf54\ub4dc\u2019 \uc138 \uac00\uc9c0 \uc0c1\ud638\uc791\uc6a9 \uc694\uc18c\ub97c \uad00\ub9ac\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub370\uc774\ud130\uc5d0\uc11c \uac00\uce58\ub97c \ucd94\ucd9c\ud558\ub294 \ubc29\uc2dd\uc744 \ud601\uc2e0\ud588\uc9c0\ub9cc \ub300\ubd80\ubd84\uc758 \ubaa8\ub378\uc740 \uc2e4\ud5d8\uc6a9 \ub178\ud2b8\ubd81\uc5d0 \uba38\ubb34\ub974\uba70 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0 \ub3c4\uc785\ub418\uc9c0 \ubabb\ud574 \ube44\uc988\ub2c8\uc2a4 \uc601\ud5a5\ub825\uc744 \ubc1c\ud718\ud558\uc9c0 [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":22478,"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 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[47,52,51,53,49],"tags":[],"class_list":["post-22328","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ar-ko","category-it-outsourcing-ko","category-it-consulting-ko","category-managed-services-ko","category-cloud-computing-ko"],"_links":{"self":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/22328","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=22328"}],"version-history":[{"count":0,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/22328\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media\/22478"}],"wp:attachment":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media?parent=22328"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/categories?post=22328"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/tags?post=22328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}