{"id":21190,"date":"2025-12-16T19:03:14","date_gmt":"2025-12-16T12:03:14","guid":{"rendered":"https:\/\/hblabgroup.com\/?p=21190"},"modified":"2025-12-16T19:03:14","modified_gmt":"2025-12-16T12:03:14","slug":"ai-and-machine-learning-trends-kr","status":"publish","type":"post","link":"https:\/\/hblabgroup.com\/ko\/ai-and-machine-learning-trends-kr\/","title":{"rendered":"2025\ub144 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc: \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ud601\uc2e0\uc744 \uc704\ud55c \ud0c4\ud0c4\ud55c \uae30\ubc18"},"content":{"rendered":"

\uc774 \uc885\ud569 \uac00\uc774\ub4dc\ub294 \uac00\uc7a5 \uc911\uc694\ud55c AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \uc815\ub9ac\ud558\uace0 \uadf8\uac83\ub4e4\uc774 \uc544\ud0a4\ud14d\ucc98, \ubc30\ud3ec \ud328\ud134, \uac70\ubc84\ub10c\uc2a4 \ubaa8\ub378, \uadf8\ub9ac\uace0 \uce21\uc815 \uac00\ub2a5\ud55c \ube44\uc988\ub2c8\uc2a4 \uac00\uce58\ub85c \uc5b4\ub5bb\uac8c \uc5f0\uacb0\ub418\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n

\uc778\uacf5\uc9c0\ub2a5 \ubd84\uc57c\ub294 \ud30c\uc77c\ub7ff \ub2e8\uacc4\ub97c \ub118\uc5b4 \uc804\ub840 \uc5c6\ub294 \uc18d\ub3c4\ub85c \uc2e4\uc81c \uc6b4\uc601 \ub2e8\uacc4\ub85c \uc804\ud658\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae00\ub85c\ubc8c AI \uc2dc\uc7a5\uc740 2025\ub144\uc5d0 3,910\uc5b5 \ub2ec\ub7ec\uc5d0 \ub3c4\ub2ec\ud558\uace0, 2030\ub144\uc5d0\ub294 1\uc870 8,100\uc5b5 \ub2ec\ub7ec\uae4c\uc9c0 \uc131\uc7a5\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc774\uc81c \uae30\uc5c5\ub4e4\uc740 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \ub300\uaddc\ubaa8\ub85c \uad6c\ud604\ud558\uae30 \uc704\ud55c \uba85\ud655\ud558\uace0 \uae30\uc220\uc801\uc778 \ub85c\ub4dc\ub9f5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc885\ud569\uc801\uc778 AI\u00b7\uba38\uc2e0\ub7ec\ub2dd \ud601\uc2e0: 2025 \uc804\ub7b5\uc801 \ube14\ub8e8\ud504\ub9b0\ud2b8<\/b><\/h2>\n

\"\"<\/p>\n

2025\ub144\uc758 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub294 \uc2e4\ud5d8 \ub2e8\uacc4\uc5d0\uc11c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ud50c\ub7ab\ud3fc\uc73c\ub85c\uc758 \ud655\uc2e4\ud55c \uc804\ud658\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc804 \uc138\uacc4 \uae30\uc5c5\uc758 70%\ub294 \uc774\ubbf8 \ucd5c\uc18c \ud55c \uac00\uc9c0 \uc5c5\ubb34 \ubd84\uc57c\uc5d0\uc11c AI\ub97c \ud65c\uc6a9\ud558\uace0 \uc788\uc73c\uba70, 46%\ub294 \ube44\uc988\ub2c8\uc2a4\uc758 \ud575\uc2ec \uc601\uc5ed \uc5ec\ub7ec \uacf3\uc5d0 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ub3c4\uc785\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 \uae30\uc5c5\ub4e4\uc740 \ud65c\uc6a9 \uc0ac\ub840\ub97c \uba85\ud655\ud55c \uc131\uacfc \uc9c0\ud45c\uc640 \uc5f0\uacb0\ud558\uace0, \ucd08\uae30 \ub2e8\uacc4\ubd80\ud130 \ub370\uc774\ud130\u00b7\ubaa8\ub378 \uac70\ubc84\ub10c\uc2a4\ub97c \uad6c\ucd95\ud558\uba70, \ucc98\uc74c\ubd80\ud130 \ud655\uc7a5\uc131\uc744 \uace0\ub824\ud574 \uc124\uacc4\ud569\ub2c8\ub2e4. \uae30\uc220\uc801 \uc9c0\ud5a5\uc810\uc740 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778, \ubaa8\ub378 \ub77c\uc774\ud504\uc0ac\uc774\ud074 \uad00\ub9ac, \uc2e4\uc2dc\uac04 \uc758\uc0ac\uacb0\uc815\uc744 \ud1b5\ud569\ud558\ub294 \ud0c4\ub825\uc801 \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4.<\/span><\/p>\n

\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \ubd84\uc57c\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc AI\uc758 \ud2b8\ub80c\ub4dc \ubc0f \uae30\ud68c\ub294 \ud2b9\ud788 \ub450\ub4dc\ub7ec\uc9d1\ub2c8\ub2e4. \uae30\uc5c5\uc758 74%\ub294 AI \ud504\ub85c\uc81d\ud2b8\uac00 ROI \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uac70\ub098 \ucd08\uacfc\ud588\ub2e4\uace0 \ubcf4\uace0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uac00\uc7a5 \uc131\uacf5\uc801\uc778 \uc870\uc9c1\ub4e4\uc740 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \uccb4\uacc4\uc801\uc73c\ub85c \ub3c4\uc785\ud568\uc73c\ub85c\uc368 \uc8fc\ub2c8\uc5b4 \uc9c1\uc6d0\uc758 \uc0dd\uc0b0\uc131\uc744 20~30%, \uc2dc\ub2c8\uc5b4 \uc804\ubb38\uac00\uc758 \uc0dd\uc0b0\uc131\uc744 10~15% \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\ub525\ub7ec\ub2dd \uc544\ud0a4\ud14d\ucc98\uc640 \uc2e0\uacbd\ub9dd \uae30\uc220<\/b><\/h3>\n

\ud604\ub300\uc758 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub294 \uc131\ub2a5\uacfc \uc2e4\uc6a9\uc801 \ubc30\ud3ec\ub97c \ubaa8\ub450 \uc911\uc2dc\ud558\ub294 \uc2e0\uacbd\ub9dd \uc124\uacc4\uc758 \ubc1c\uc804\uc5d0 \uc758\ud574 \uc8fc\ub3c4\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \uc790\uae30\uc8fc\uc758 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \uc7a5\uae30 \uc758\uc874\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud3ec\ucc29\ud558\uba70, \ubb38\uc11c \ubd84\uc11d, \ucf54\ub4dc \uc0dd\uc131, \uc9c0\uc2dd \uac80\uc0c9 \ub4f1 \uc5b8\uc5b4 \ubc0f \uba40\ud2f0\ubaa8\ub2ec \uc791\uc5c5\uc5d0\uc11c \uc555\ub3c4\uc801\uc778 \uc131\ub2a5\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae00\ub85c\ubc8c \uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc7a5\uc740 2025\ub144 939\uc5b5 5\ucc9c\ub9cc \ub2ec\ub7ec \uaddc\ubaa8\uc5d0\uc11c 2034\ub144 1\uc870 4,076\uc5b5 5\ucc9c\ub9cc \ub2ec\ub7ec\uc5d0 \uc774\ub97c \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98 \ud601\uc2e0\uc774 \uc131\uc7a5\uc744 \ud06c\uac8c \uacac\uc778\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd(CNN)\uc740 \uc81c\uc870 \ud488\uc9c8 \uac80\uc0ac, \ub9ac\ud14c\uc77c \uc9c4\uc5f4 \ubd84\uc11d, \uc0b0\uc5c5 \uc804\ubc18\uc758 \uc548\uc804 \ubaa8\ub2c8\ud130\ub9c1 \ub4f1 \ube44\uc804 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc5ec\uc804\ud788 \ud575\uc2ec\uc801 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc81c\uc870\uc5c5\uc740 \uc5e3\uc9c0 AI \uc2dc\uc7a5\uc758\uc57d 31%\ub97c \ucc28\uc9c0\ud558\uba70, \uc8fc\uc694 \ud65c\uc6a9 \ubd84\uc57c\ub294 \uc790\ub3d9\ud654 \ubc0f \uc608\uc9c0\ubcf4\uc804\uc785\ub2c8\ub2e4. \uc2e4\uc81c \uae30\uc5c5 \ud658\uacbd\uc5d0\uc11c\ub294 \uc885\uc885 \ub2e4\uc591\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \uacb0\ud569\ud55c \ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc608: \ube44\uc804 \ubc31\ubcf8\uc744 \uacb0\ud569\ud55c \ud2b8\ub79c\uc2a4\ud3ec\uba38, \uc5b4\ud150\uc158 \uae30\ubc18 \uc2dc\uacc4\uc5f4 \ubaa8\ub378, \ubcf5\uc7a1\uc131\uc744 \ud76c\uc0dd\ud558\uace0 \uacac\uace0\uc131\uc744 \ub192\uc778 \uc559\uc0c1\ube14 \ub4f1.<\/span><\/p>\n

\uc131\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc740 \uc591\uc790\ud654, \uc9c0\uc2dd \uc99d\ub958, \ud558\ub4dc\uc6e8\uc5b4 \ucd5c\uc801\ud654 \ub4f1\uc744 \ud1b5\ud574 \uc5c4\uaca9\ud55c \uc9c0\uc5f0 \uc2dc\uac04 \ubc0f \ube44\uc6a9 \ubaa9\ud45c\ub97c \ucda9\uc871\uc2dc\ud0a4\uba70 \uc804\uccb4 \uc2dc\uc2a4\ud15c \ud6a8\uc728\uc744 \uc644\uc131\ud569\ub2c8\ub2e4. \uc5e3\uc9c0 AI\ub294 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \ub2a5\ub825\uc744 \uae30\ubc18\uc73c\ub85c \uad50\ud1b5 \ud63c\uc7a1\uc744 \ucd5c\ub300 30%\uae4c\uc9c0 \uc904\uc77c \uc218 \uc788\ub294 \uac83\uc73c\ub85c \ud655\uc778\ub418\uc5c8\uc73c\uba70, \ub9ac\ud14c\uc77c \uc7ac\uace0 \uad00\ub9ac\uc5d0\uc11c\ub294 \ub85c\uceec \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \ud1b5\ud574 \uc57d 20%\uc758 \uc7ac\uace0 \ubd80\uc871 \uac10\uc18c \ud6a8\uacfc\ub97c \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

MLOps \ud30c\uc774\ud504\ub77c\uc778 \ubc0f \ud504\ub85c\ub355\uc158 \ubc30\ud3ec \uc804\ub7b5<\/b><\/h3>\n

AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uac00 \uc131\uc219\ud574\uc9c0\uba74\uc11c, MLOps\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uaddc\ubaa8\uc5d0\uc11c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub51c\ub9ac\ubc84\ub9ac\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ud575\uc2ec \uae30\ubc18\uc73c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae00\ub85c\ubc8c MLOps \uc2dc\uc7a5\uc740 2024\ub144 17\uc5b5 \ub2ec\ub7ec \uaddc\ubaa8\uc5d0\uc11c 2034\ub144 390\uc5b5~1,290\uc5b5 \ub2ec\ub7ec\ub85c \uc131\uc7a5\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, \uc774\ub294 AI \ubc30\ud3ec\uc5d0\uc11c \uc6b4\uc601 \uaddc\uc728\uc774 \uc5bc\ub9c8\ub098 \uc911\uc694\ud55c\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n

MLOps\ub97c \ub3c4\uc785\ud55c \uae30\uc5c5\ub4e4\uc740 \ud3c9\uade0 28%, \ucd5c\ub300 149%\uae4c\uc9c0 ROI\ub97c \ub2ec\uc131\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub354 \ube60\ub978 \ubc30\ud3ec \uc8fc\uae30, \uac15\ud654\ub41c \uac70\ubc84\ub10c\uc2a4, AI\u00b7\ub370\uc774\ud130\u00b7\uc6b4\uc601\ud300 \uac04 \ud6a8\uc728\uc801\uc778 \ud611\uc5c5\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc120\ub3c4 \uae30\uc5c5\uc778 Ecolab\uc740 \uccb4\uacc4\uc801\uc778 MLOps \ub3c4\uc785\uc744 \ud1b5\ud574 \ubaa8\ub378 \ubc30\ud3ec \uc8fc\uae30\ub97c 12\uac1c\uc6d4\uc5d0\uc11c 90\uc77c \ubbf8\ub9cc\uc73c\ub85c \ub2e8\ucd95\ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\ud0c4\ud0c4\ud55c MLOps \uc544\ud0a4\ud14d\ucc98\ub294 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \ud50c\ub85c\uc6b0\uc5d0\uc11c \ucd9c\ubc1c\ud569\ub2c8\ub2e4. \uad6c\uc870\ud654\u00b7\ube44\uad6c\uc870\ud654 \ub370\uc774\ud130 \uc218\uc9d1, \ubc84\uc804 \uad00\ub9ac\ub41c \ub370\uc774\ud130\uc14b, \uc5c4\uaca9\ud55c \uac80\uc99d, \uacc4\ubcf4 \ucd94\uc801\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uc2e4\ud5d8 \ucd94\uc801, \ud53c\ucc98 \uc2a4\ud1a0\uc5b4, \uc790\ub3d9 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc73c\ub85c \uc870\uc728\ub429\ub2c8\ub2e4. \ubaa8\ub378 \ub9ac\uc2a4\ud06c\ub294 \uc815\ud655\ub3c4, \ud3b8\ud5a5, \uacac\uace0\uc131, \ud1b5\ud569\uc131, \ubcf4\uc548 \ub4f1\uc744 \uac80\uc99d\ud558\ub294 \ub2e8\uacc4\ubcc4 \ud3c9\uac00\ub97c \ud1b5\ud574 \ud1b5\uc81c\ub429\ub2c8\ub2e4.<\/span><\/p>\n

CI\/CD\ub294 \ucf54\ub4dc\ubfd0 \uc544\ub2c8\ub77c \ub370\uc774\ud130 \uc810\uac80, \ub4dc\ub9ac\ud504\ud2b8 \uac10\uc9c0, \ubaa8\ub378-\ubca0\uc774\uc2a4\ub77c\uc778 \ube44\uad50\uae4c\uc9c0 \ud655\uc7a5\ub429\ub2c8\ub2e4. \ubc30\ud3ec\ub294 \ucee8\ud14c\uc774\ub108 \uae30\ubc18\uc73c\ub85c \uc810\uc9c4\uc801\uc73c\ub85c \ub864\uc544\uc6c3\ub418\uba70, \uba85\ud655\ud55c \ub864\ubc31 \uc815\ucc45 \uc544\ub798 \uc6b4\uc601\ub429\ub2c8\ub2e4. \ubaa8\ub4e0 \uad6c\uc131 \uc694\uc18c\ub294 IaC(Infrastructure-as-Code)\ub85c \ucf54\ub4dc\ud654\ub418\uc5b4 \ud300\uc774 \ud658\uacbd\uc744 \uc7ac\ud604\ud558\uace0 \uc608\uce21 \uac00\ub2a5\ud558\uac8c \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud55c MLOps \ud504\ub808\uc784\uc6cc\ud06c \uc5c6\uc774 \ud504\ub85c\ub355\uc158\uae4c\uc9c0 \ub3c4\ub2ec\ud558\ub294 AI \ubaa8\ub378\uc740 15%\uc5d0 \ubd88\uacfc\ud558\ub2e4\ub294 \uc810\uc740 \uc6b4\uc601 \uc5ed\ub7c9\uc758 \uc911\uc694\uc131\uc744 \ub354\uc6b1 \ubd80\uac01\uc2dc\ud0b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc5f0\ud569\ud559\uc2b5(Federated Learning)\uacfc \uc5e3\uc9c0 AI: \ubd84\uc0b0 \uc9c0\ub2a5 \uc2dc\uc2a4\ud15c<\/b><\/h3>\n

\"\"<\/p>\n

2025\ub144\uc758 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc5d0\uc11c\ub294 \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638\uc640 \uc9c0\uc5f0 \uc2dc\uac04 \uc694\uad6c\ub97c \ub3d9\uc2dc\uc5d0 \ud574\uacb0\ud558\ub294 \ub450 \uac00\uc9c0 \ubd84\uc0b0 \ud328\ud134\uc774 \uc911\uc2ec\uc744 \uc774\ub8e8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5f0\ud569\ud559\uc2b5\uc740 \ubbfc\uac10\ud55c \ub370\uc774\ud130\ub97c \uc911\uc559\uc5d0 \ubaa8\uc73c\uc9c0 \uc54a\uace0 \uc5ec\ub7ec \uc704\uce58\uc5d0\uc11c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ubc29\uc2dd\uc774\uba70, \uc5e3\uc9c0 AI\ub294 \ub370\uc774\ud130\uac00 \uc0dd\uc131\ub418\ub294 \uacf3\uc5d0\uc11c \uc9c1\uc811 \ucd94\ub860\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc5f0\ud569\ud559\uc2b5 \uc2dc\uc7a5\uc740 2025\ub144 1\uc5b5 5,510\ub9cc \ub2ec\ub7ec \uaddc\ubaa8\ub85c \ucd94\uc815\ub418\uba70, 2032\ub144\uc5d0\ub294 3\uc5b5 1,540\ub9cc \ub2ec\ub7ec\uc5d0 \ub3c4\ub2ec\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70 \uc5f0\ud3c9\uade0 \uc131\uc7a5\ub960(CAGR)\uc740 10.7%\uc785\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 \ub370\uc774\ud130\ub97c \ub85c\uceec\uc5d0 \ubcf4\uad00\ud55c \ucc44 \uadf8\ub798\ub514\uc5b8\ud2b8\ub098 \ud30c\ub77c\ubbf8\ud130\ub9cc \uacf5\uc720\ud558\uace0, \ubcf4\uc548 \uc9d1\uacc4, \ucc28\ub4f1 \ud504\ub77c\uc774\ubc84\uc2dc, \uc554\ud638\ud654\ub97c \uc801\uc6a9\ud558\uc5ec \uaddc\uc81c\ub97c \uc900\uc218\ud558\uba74\uc11c\ub3c4 \uae00\ub85c\ubc8c \ubaa8\ub378 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc5e3\uc9c0 AI \uc2dc\uc7a5\uc740 2024\ub144 207\uc5b5 8,000\ub9cc \ub2ec\ub7ec \uaddc\ubaa8\uc5d0\uc11c 2030\ub144 664\uc5b5 7,000\ub9cc \ub2ec\ub7ec\ub85c \uc131\uc7a5\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, \uc5f0\ud3c9\uade0 \uc131\uc7a5\ub960\uc740 21.7%\uc785\ub2c8\ub2e4. \uc81c\uc870 \ud604\uc7a5, \ub9ac\ud14c\uc77c \ud658\uacbd, \uc758\ub8cc \uae30\uae30 \ub4f1\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uac10\uc9c0\ub97c \uc218\ud589\ud568\uc73c\ub85c\uc368 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \uc218\uc2ed \ubc00\ub9ac\ucd08 \uc218\uc900\uc73c\ub85c \ub0ae\ucd94\uace0, \ub124\ud2b8\uc6cc\ud06c \uc5f0\uacb0\uc774 \ubd88\uc548\uc815\ud55c \uc0c1\ud669\uc5d0\uc11c\ub3c4 \ub192\uc740 \uc6b4\uc601 \ud0c4\ub825\uc131\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc124\uba85 \uac00\ub2a5\ud55c AI(Explainable AI)\uc640 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub9ac\uc2a4\ud06c \uad00\ub9ac \ud504\ub808\uc784\uc6cc\ud06c<\/b><\/h3>\n

AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc5d0\uc11c \uc815\ud655\uc131\ub9cc\ud07c\uc774\ub098 \uc2e0\ub8b0\uac00 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc804 \uc138\uacc4 \uc18c\ube44\uc790\uc758 AI \uc2e0\ub8b0\ub3c4\ub294 \uc9c0\ub09c 5\ub144\uac04 61%\uc5d0\uc11c 53%\ub85c \ud558\ub77d\ud588\uc73c\uba70, \uae30\uc5c5\uc758 60%\ub294 \uc54c\uace0\ub9ac\uc998 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc2e0\ub8b0 \ubb38\uc81c\ub97c \uc778\uc815\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. SHAP, LIME, \ud1b5\ud569 \uadf8\ub798\ub514\uc5b8\ud2b8(integrated gradients)\uc640 \uac19\uc740 \uc124\uba85 \uac00\ub2a5\ud55c AI(XAI) \uae30\ubc95\uc740 \ubaa8\ub378\uc758 \ub3d9\uc791\uc744 \uac10\uc0ac\uc790, \uaddc\uc81c \uae30\uad00, \ube44\uc988\ub2c8\uc2a4 \uc18c\uc720\uc790\uac00 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n

\uc124\uba85 \uac00\ub2a5\ud55c AI \uc2dc\uc7a5\uc740 \uaddc\uc81c \uc694\uad6c\uc640 \uc54c\uace0\ub9ac\uc998 \ud22c\uba85\uc131\uc5d0 \ub300\ud55c \ube44\uc988\ub2c8\uc2a4 \uc218\uc694\uc5d0 \ud798\uc785\uc5b4 2030\ub144\uae4c\uc9c0 245\uc5b5 8\ucc9c\ub9cc \ub2ec\ub7ec\uc5d0 \uc774\ub97c \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 XAI \uc791\uc5c5\uc744 NIST AI \ub9ac\uc2a4\ud06c \uad00\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc640 \uac19\uc740 \uacf5\uc778 \uac70\ubc84\ub10c\uc2a4 \uad6c\uc870 \uc548\uc5d0\uc11c \uc218\ud589\ud558\uace0, \uace0\uc704\ud5d8 \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud574\uc11c\ub294 EU AI\ubc95\uacfc \uac19\uc740 \uc9c0\uc5ed \uaddc\uc81c \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub9de\ucda5\ub2c8\ub2e4.<\/span><\/p>\n

\uc2a4\ud398\uc778\uc5d0\uc11c\ub294 \uc9c1\uc7a5 \ub0b4 AI \uc2dc\uc2a4\ud15c\uc774 \uac10\uc0ac \uac00\ub2a5\ud574\uc57c \ud558\uba70, \ubbf8\uc900\uc218 \uc2dc \ucd5c\ub300 3,500\ub9cc \uc720\ub85c\uc758 \ubc8c\uae08\uc774 \ubd80\uacfc\ub429\ub2c8\ub2e4. \uc2e4\ubb34\uc801\uc73c\ub85c\ub294 \uc758\ub3c4, \ub370\uc774\ud130, \uc124\uacc4 \uc120\ud0dd, \ud3c9\uac00 \uae30\uc900\uc744 \ubb38\uc11c\ud654\ud558\uace0, \uc0dd\uc0b0 \ud658\uacbd\uc5d0\uc11c \ud3b8\ud5a5, \uacf5\uc815\uc131, \ub4dc\ub9ac\ud504\ud2b8, \ubcf4\uc548\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70, \uacb0\uacfc\uac00 \uc911\uc694\ud55c \uacbd\uc6b0 \uc778\uac04\uc758 \uac10\ub3c5\uc744 \ubcf4\uc7a5\ud558\ub294 \uc804\uc218\uba85\uc8fc\uae30(lifecycle)\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4. \uba85\ud655\ud55c \ucc45\uc784 \uccb4\uacc4\uc640 \ubc18\ubcf5 \uac00\ub2a5\ud55c \ubcf4\uace0\ub294 \uc2b9\uc778 \uc18d\ub3c4\ub97c \ub192\uc774\uace0 \uac00\uce58 \uc2e4\ud604 \uc2dc\uac04\uc744 \ub2e8\ucd95\uc2dc\ud0b5\ub2c8\ub2e4.<\/span><\/p>\n

AI \uae30\ubc18 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \ubc0f \ubd84\uc11d \ud601\uc2e0<\/b><\/h3>\n

\ubd84\uc11d(Analytics)\uc740 \ub2e8\uc21c\ud55c \ub300\uc2dc\ubcf4\ub4dc \uc81c\uacf5\uc5d0\uc11c \ubc97\uc5b4\ub098, \uba38\uc2e0\ub7ec\ub2dd\uacfc AI\ub97c \ud65c\uc6a9\ud574 \uc608\uce21\uc801(Predictive)\u00b7\ucc98\ubc29\uc801(Prescriptive) \uc561\uc158\uc73c\ub85c \uc9c4\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\uccb4 \uae30\uc5c5\uc758 58.7%\uac00 \uc774\ubbf8 \uace0\uae09 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4(BI) \ubc0f \ubd84\uc11d \ud50c\ub7ab\ud3fc\uc744 \ub3c4\uc785\ud588\uc73c\uba70, 52.3%\ub294 \ubd80\uc11c \uac04 \ub370\uc774\ud130 \ud45c\uc900\ud654\ub97c \ud1b5\ud574 \uc77c\uad00\uc131\uc744 \ud655\ubcf4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc2e4\uc2dc\uac04 \ud30c\uc774\ud504\ub77c\uc778\uc740 Kafka\uae09 \ube0c\ub85c\ucee4\uc640 \uc800\uc9c0\uc5f0 \ucef4\ud4e8\ud2b8 \uc5d4\uc9c4\uc744 \ud1b5\ud574 \uc2a4\ud2b8\ub9bc\uc744 \ucc98\ub9ac\ud558\uba70, \ubaa8\ub378\uc740 \uc218\uc694\ub97c \uc608\uce21\ud558\uace0, \uc774\uc0c1\uc744 \uac10\uc9c0\ud558\uba70, \ucd5c\uc801\uc758 \ub2e4\uc74c \ud589\ub3d9\uc744 \ucd94\ucc9c\ud569\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \uc9c8\uc758(Natural Language Query) \uae30\ub2a5\uc740 \ud604\uc7ac 20%\uc758 \uc870\uc9c1\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \ube44\uae30\uc220 \uc0ac\uc6a9\uc790\ub3c4 \ub370\uc774\ud130\ub97c \ud0d0\uc0c9\ud558\uace0 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \ud2b8\ub9ac\uac70\ud560 \uc218 \uc788\ub3c4\ub85d \uc811\uadfc\uc131\uc744 \ubbfc\uc8fc\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\ubc31\uc5d4\ub4dc\uc5d0\uc11c\ub294 \uc790\ub3d9\ud654\ub41c \ud488\uc9c8 \uac80\uc99d, \uacc4\ubcf4 \ucd94\uc801, \uc811\uadfc \ud1b5\uc81c\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ubb34\uacb0\uc131\uacfc \ud504\ub77c\uc774\ubc84\uc2dc\ub97c \ubcf4\ud638\ud569\ub2c8\ub2e4. \uc870\uc9c1\ub4e4\uc740 AI + BI \ub3c4\uc785\uc758 \uc8fc\uc694 \ub3d9\uae30\ub85c \uc758\uc0ac\uacb0\uc815 \uac1c\uc120(56.2%), \uc6b4\uc601 \ud6a8\uc728\uc131 \ud5a5\uc0c1(55.7%), \ube44\uc6a9 \uc808\uac10(50.2%)\uc744 \uaf3d\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uc0b0\uc5c5\ubcc4 \uc801\uc6a9 \uc0ac\ub840 \ubc0f \uae30\uc220 \ud328\ud134<\/b><\/h3>\n

\ud5ec\uc2a4\ucf00\uc5b4 \ubd84\uc57c\ub294 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uac00 \uc804\ubb38\ud654\ub41c \uad6c\ud604\uc744 \ud1b5\ud574 \uc5b4\ub5bb\uac8c \ub354 \uc548\uc804\ud558\uace0 \uc2e0\uc18d\ud55c \uc758\ub8cc \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \ubcf5\uc7a1\ud55c \uc758\ub8cc \uae30\ub85d\uc744 \uc694\uc57d\ud558\uace0, CNN\uc740 \uc601\uc0c1 \uac80\uc0ac\ub97c \ub192\uc740 \ubbfc\uac10\ub3c4\uc640 \ud2b9\uc774\ub3c4\ub85c \ubd84\uc11d\ud558\uba70, \uc608\uce21 \ubaa8\ub378\uc740 \ud658\uc790\uc758 \uc0c1\ud0dc \uc545\ud654\ub97c \uc0ac\uc804\uc5d0 \uac10\uc9c0\ud558\uc5ec \uc870\uae30 \uc784\uc0c1 \uac1c\uc785\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uae08\uc735 \uc11c\ube44\uc2a4 \ubd84\uc57c\uc5d0\uc11c\ub294 \uc2a4\ud2b8\ub9ac\ubc0d \uae30\ubc18 \uc0ac\uae30 \ud0d0\uc9c0, \uadf8\ub798\ud504 \ubd84\uc11d, \ud574\uc11d \uac00\ub2a5\uc131\uc774 \ub192\uc740 \uc559\uc0c1\ube14 \uae30\ubc95 \ub4f1\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, PayPal\uc758 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uac70\ub798 \uc704\uce58, \uae30\uae30 \uc0ac\uc6a9, \uc0ac\uc6a9\uc790 \ud589\ub3d9\uc744 \ubd84\uc11d\ud558\uc5ec \uc0ac\uae30 \ud0d0\uc9c0 \ub2a5\ub825\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

AI \uc778\ud504\ub77c: \ud558\ub4dc\uc6e8\uc5b4, \ud074\ub77c\uc6b0\ub4dc \ubc0f \ubc30\ud3ec \uace0\ub824 \uc0ac\ud56d<\/b><\/h3>\n

AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc758 \uae30\ubc18 \uc778\ud504\ub77c\ub294 \uc804\ubb38\ud654\ub41c \uac00\uc18d\uae30\uc640 \uc2e4\uc6a9\uc801\uc778 \ud074\ub77c\uc6b0\ub4dc \uc120\ud0dd\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc2e4\ubb34\uc790\uc758 59%\uac00 \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ud558\ub294 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc73c\ub85c Amazon Web Services\ub97c \uaf3d\uc544, \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 ML \uc778\ud504\ub77c\uc758 \uc131\uc219\ub3c4\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n

\ucd5c\uc2e0 GPU\uc640 TPU\ub294 \ub300\uaddc\ubaa8 \ubaa8\ub378 \ud559\uc2b5\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud558\uc9c0\ub9cc, \ube44\uc6a9 \uad00\ub9ac\ub97c \uc704\ud574\uc11c\ub294 \ud558\ub4dc\uc6e8\uc5b4 \uc801\uc815\ud654, \ud63c\ud569 \uc815\ubc00\ub3c4 \ud559\uc2b5, \uc9c0\ub2a5\ud615 \uce90\uc2f1, \uc804\ub7b5\uc801 \uc0e4\ub529\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. Citadel Securities\ub294 \uc2dc\uc7a5 \ub370\uc774\ud130 \ubaa8\ub378\ub9c1\uc5d0 Google Cloud TPU\ub97c \ud65c\uc6a9\ud558\uc5ec \uac00\uaca9\uacfc \uc131\ub2a5\uc744 20% \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\ud558\uc774\ube0c\ub9ac\ub4dc \uc544\ud0a4\ud14d\ucc98\uac00 \ud45c\uc900\uc73c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubbfc\uac10\ud55c \ud559\uc2b5 \ub610\ub294 \ucd94\ub860 \uc791\uc5c5\uc740 \uc628\ud504\ub808\ubbf8\uc2a4\uc5d0\uc11c \uc218\ud589\ud558\uace0, \ubc84\uc2a4\ud2b8\uc131 \ubaa8\ub378 \ud559\uc2b5\uc740 \ud074\ub77c\uc6b0\ub4dc \uc790\uc6d0\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \ubd81\ubbf8\ub294 \uc5e3\uc9c0 AI \uc2dc\uc7a5\uc758 37.7%\ub97c \ucc28\uc9c0\ud558\uba70, \ub2e4\ub978 \uc9c0\uc5ed\uc5d0\uc11c\ub3c4 \uac15\ub825\ud55c \ucc44\ud0dd\uc774 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. Kubernetes\ub294 GPU \uc2a4\ucf00\uc904\ub9c1, \uc624\ud1a0\uc2a4\ucf00\uc77c\ub9c1, \ud1b5\ud569 \uad00\uce21\uc131\uc744 \ud1b5\ud574 \ucee8\ud14c\uc774\ub108\ub97c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc81c\ub85c \ud2b8\ub7ec\uc2a4\ud2b8 \ub124\ud2b8\uc6cc\ud06c, \uc2dc\ud06c\ub9bf \uad00\ub9ac, \ubaa8\ub378 \uc6cc\ud130\ub9c8\ud0b9, \uc801\ub300\uc801 \uacf5\uaca9 \ubc29\uc5b4\ub97c \ud1b5\ud574 \uc790\uc0b0\uc744 \ubcf4\ud638\ud569\ub2c8\ub2e4. ISO 27001, SOC 2, GDPR, HIPAA\uc640 \uac19\uc740 \ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud504\ub85c\uc138\uc2a4 \ubc0f \ud1b5\uc81c \uc124\uacc4\ub97c \uc548\ub0b4\ud558\uc5ec \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc218\uc900\uc758 \ubcf4\uc548\uacfc \uaddc\uc81c \uc900\uc218\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc2e0\uae30\uc220\uacfc \ucc28\uc138\ub300 \uad6c\ud604 \uc0ac\ub840<\/b><\/h2>\n

\ubbf8\ub798\ub97c \ubc14\ub77c\ubcf4\uba74, AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc5ed\ub7c9\uc758 \uacbd\uacc4\ub97c \ud655\uc7a5\ud558\ub294 \uae30\uc220\uc744 \uac00\ub9ac\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc591\uc790 \uc601\uac10\uc744 \ubc1b\uc740 \ucd5c\uc801\ud654(Quantum-inspired Optimization)\ub294 \uc870\ud569 \ubb38\uc81c\uc640 \ubcf5\uc7a1\ud55c \uc2dc\ubbac\ub808\uc774\uc158\uc744 \uac00\uc18d\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uba70, \ub274\ub85c\ubaa8\ud53d \uce69(Neuromorphic Chips)\uc740 \uc5e3\uc9c0 \ud658\uacbd\uc5d0\uc11c \ucd08\uc800\uc804\ub825 \uc774\ubca4\ud2b8 \uae30\ubc18 \uacc4\uc0b0\uc744 \ud0d0\uad6c\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \ud611\uc5c5 \uc2dc\uc2a4\ud15c\uc740 \uc804\ubb38\ud654\ub41c \ubaa8\ub378\ub4e4\uc744 \uc870\uc815\ud558\uc5ec \ud611\uc0c1, \ub3c4\uad6c \uc0ac\uc6a9, \uacc4\ud68d \uae30\ub2a5\uc744 \ud3ec\ud568\ud55c \ubcf5\uc7a1\ud55c \ub2e4\ub2e8\uacc4 \uc791\uc5c5\uc744 \ud574\uacb0\ud569\ub2c8\ub2e4. \uacbd\uc601\uc9c4\uc758 78%\ub294 AI \uc5d0\uc774\uc804\ud2b8\ub97c \uc704\ud55c \ub514\uc9c0\ud138 \uc0dd\ud0dc\uacc4 \uad6c\ucd95\uc774 \ud544\uc694\ud558\ub2e4\uace0 \ub3d9\uc758\ud558\uba70, \uc774\ub294 \uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 \uc544\ud0a4\ud14d\ucc98\uc758 \uc804\ub7b5\uc801 \uc911\uc694\uc131\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n

\uc790\uc728 AI \ud50c\ub7ab\ud3fc\uc740 \uc790\uccb4 \ubaa8\ub2c8\ud130\ub9c1, \uc790\uae30 \uce58\uc720, \uc790\uae30 \ucd5c\uc801\ud654 \uae30\ub2a5\uc744 \ub3c4\uc785\ud558\uba70, \uae30\uc5c5 \ud658\uacbd\uc5d0\uc11c \ud65c\uc6a9\ub418\uae30 \uc704\ud574\uc11c\ub294 \ubcf4\ub2e4 \uac15\ub825\ud55c \uac70\ubc84\ub10c\uc2a4, \uc548\uc804 \uc81c\uc57d, \uac10\uc0ac \uac00\ub2a5\uc131\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc758 \ub2e4\uc74c \uc9c4\ud654\ub97c \ub098\ud0c0\ub0b4\uba70, \uc815\uad50\ud55c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uacfc \uc81c\uc5b4 \uba54\ucee4\ub2c8\uc998\uc744 \ud544\uc694\ub85c \ud569\ub2c8\ub2e4.<\/span><\/p>\n

HBLAB: \ucca8\ub2e8 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uad6c\ud604 \ud30c\ud2b8\ub108<\/b><\/h2>\n

\"\"<\/p>\n

HBLAB\ub294 \uc785\uc99d\ub41c \ubc29\ubc95\ub860\uacfc \uae4a\uc774 \uc788\ub294 \uae30\uc220 \uc804\ubb38\uc131\uc744 \ud1b5\ud574 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\ub85c \uc804\ud658\ud558\ub294 \uc804\ub7b5\uc801 \ud30c\ud2b8\ub108\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. 2017\ub144\ubd80\ud130 HBLAB\ub294 AI \ud601\uc2e0\uc758 \ucd5c\uc804\uc120\uc5d0 \uc11c\uc11c \uc138\uacc4\uc801 \uc218\uc900\uc758 \uc5ed\ub7c9\uc744 \uad6c\ucd95\ud558\uace0, \uc120\ub3c4 \uc5f0\uad6c \uae30\uad00\uacfc \uc804\ub7b5\uc801 \ud30c\ud2b8\ub108\uc2ed\uc744 \uc721\uc131\ud574\uc654\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

HBLAB\uac00 VNU AI \uc5f0\uad6c\uc18c\uc640 \ud568\uaed8 Factory LAB \uc124\ub9bd\uc5d0 30\ub9cc \ub2ec\ub7ec\ub97c \ud22c\uc790\ud55c \uac83\uc740 \uacf5\ub3d9 \uc5f0\uad6c\uac1c\ubc1c\uc744 \ud1b5\ud574 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \ubc1c\uc804\uc2dc\ud0a4\uaca0\ub2e4\ub294 \uc758\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774 \ud30c\ud2b8\ub108\uc2ed\uc740 \uc0dd\uc131\ud615 AI, \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378, \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378, \uc804\ubb38\uac00 \uc2dc\uc2a4\ud15c\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd94\uc5b4 \uc18c\ub9e4, \uad50\uc721, \uc81c\uc870 \ubd84\uc57c\uc758 \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4 \uacfc\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4.<\/span><\/p>\n

630\uba85 \uc774\uc0c1\uc758 \uc804\ubb38\uac00\ub97c \ubcf4\uc720\ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uc911 30%\uac00 \uc2dc\ub2c8\uc5b4\uae09(\uacbd\ub825 5\ub144 \uc774\uc0c1)\uc778 HBLAB\ub294 \uc804\ub7b5\uc801 \ud3c9\uac00\uc5d0\uc11c\ubd80\ud130 \ud504\ub85c\ub355\uc158 \ubc30\ud3ec\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ud3ec\uad04\uc801\uc778 AI \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. CMMI \ub808\ubca8 3 \uc778\uc99d\uc744 \ubcf4\uc720\ud558\uc5ec \uae30\uc5c5 \ud45c\uc900\uacfc \uaddc\uc81c \uc694\uad6c \uc0ac\ud56d\uc5d0 \ubd80\ud569\ud558\ub294 \uccb4\uacc4\uc801\uc774\uace0 \uace0\ud488\uc9c8\uc758 \ud504\ub85c\uc138\uc2a4\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

HBLAB\uc758 \uc811\uadfc \ubc29\uc2dd\uc740 \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4, \uacac\uace0\ud55c \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778, \uccb4\uacc4\uc801\uc778 MLOps\uc640 \ucef4\ud4e8\ud130 \ube44\uc804, \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ucd94\ucc9c \uc2dc\uc2a4\ud15c, \uc2dc\uacc4\uc5f4 \uc608\uce21 \ub4f1 \ub3c4\uba54\uc778 \ud2b9\ud654 \ubaa8\ub378\ub9c1\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4. \ud504\ub85c\uc81d\ud2b8\ub294 \uc77c\ubc18\uc801\uc73c\ub85c ROI\uc640 \ub9ac\uc2a4\ud06c\ub97c \ud3c9\uac00\ud558\ub294 \uc804\ub7b5\uc801 \uc9c4\ub2e8\uc73c\ub85c \uc2dc\uc791\ud558\uc5ec, \uac00\uce58\ub97c \uc785\uc99d\ud558\ub294 \uac00\uc18d\ud654\ub41c \ud30c\uc77c\ub7ff\uc744 \uac70\uce58\uace0, CI\/CD, \ubaa8\ub2c8\ud130\ub9c1, \uc0ac\uc6a9\uc790 \ud65c\uc131\ud654\ub97c \ud3ec\ud568\ud55c \ud504\ub85c\ub355\uc158 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc73c\ub85c \ub9c8\ubb34\ub9ac\ub429\ub2c8\ub2e4.<\/span><\/p>\n

\ud558\uc774\ube0c\ub9ac\ub4dc \ubc0f \uc5e3\uc9c0 \ubc30\ud3ec \uc5ed\ub7c9, \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638 \ud328\ud134, \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ubcf4\uc548 \uad00\ud589\uc744 \ud1b5\ud574 \uc815\ud655\ub3c4, \uc9c0\uc5f0 \uc2dc\uac04, \uac00\ub3d9 \uc2dc\uac04, \ucd1d \uc18c\uc720 \ube44\uc6a9(TCO)\uc5d0\uc11c \uce21\uc815 \uac00\ub2a5\ud55c \uac1c\uc120\uc744 \uc81c\uacf5\ud558\uba70, \uaddc\uc81c \uc900\uc218\ub098 \uc6b4\uc601 \ud1b5\uc81c\ub97c \ud6fc\uc190\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n

\uae30\uc220 \uad6c\ud604 \ub85c\ub4dc\ub9f5 \ubc0f \ubaa8\ubc94 \uc0ac\ub840<\/b><\/h2>\n

AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc5d0\uc11c \uc9c0\uc18d\uc801\uc73c\ub85c \uc131\uacf5\ud558\ub294 \uae30\uc5c5\ub4e4\uc740 \ud601\uc2e0\uacfc \uc6b4\uc601 \uc6b0\uc218\uc131\uc744 \uade0\ud615 \uc788\uac8c \uacb0\ud569\ud55c \uccb4\uacc4\uc801\uc778 \uad6c\ud604 \uacbd\ub85c\ub97c \ub530\ub985\ub2c8\ub2e4. \uc774\ub4e4\uc740 \ub370\uc774\ud130 \ud488\uc9c8, \uc778\ud504\ub77c \uc900\ube44 \uc0c1\ud0dc, \ubcf4\uc548 \ud0dc\uc138, \uc870\uc9c1 \ub0b4 \uc774\ud574\uad00\uacc4\uc790 \uc815\ub82c\uc744 \uac10\uc0ac\ud558\ub294 \uae30\ucd08 \ud3c9\uac00(foundation assessment)\ub85c \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\ubaa9\ud45c \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4\ub294 \ub370\uc774\ud130 \uc218\uc9d1, \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \ud559\uc2b5, \uc11c\ube59 \uad6c\uc131 \uc694\uc18c\ub97c \ud1b5\ud569\ud558\uace0, \ucd5c\uc801\uc758 \ud074\ub77c\uc6b0\ub4dc-\uc628\ud504\ub808\ubbf8\uc2a4-\uc5e3\uc9c0 \ubc30\uce58\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \ubaa8\ub4e0 \uacfc\uc815\uc740 \uc7ac\ud604 \uac00\ub2a5\ud558\ub3c4\ub85d \ucf54\ub4dc\ud654\ub418\uc5b4 \ud658\uacbd \ubc0f \ud655\uc7a5 \uc2dc\ub098\ub9ac\uc624 \uc804\ubc18\uc5d0\uc11c \uc77c\uad00\ub41c \ubc30\ud3ec\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc9d1\uc911\uc801\uc778 \ud30c\uc77c\ub7ff \uac80\uc99d\uc740 \uac00\uc7a5 \ub192\uc740 \uac00\uce58\uc758 \ud65c\uc6a9 \uc0ac\ub840\ub97c \ub300\uc0c1\uc73c\ub85c \ud558\uba70, \uc815\ud655\ub3c4, \uc9c0\uc5f0 \uc2dc\uac04, \ucc98\ub9ac\ub7c9, \ube44\uc6a9\uc5d0 \ub300\ud55c \uae30\uc900 \uc9c0\ud45c\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uae30\uc5c5\uc740 AI \uc774\ub2c8\uc154\ud2f0\ube0c\uc5d0\uc11c \uac15\ub825\ud55c ROI\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 6~12\uac1c\uc6d4\uc774 \ud544\uc694\ud558\ubbc0\ub85c, \uccb4\uacc4\uc801\uc778 \ud30c\uc77c\ub7ff \uc2e4\ud589\uc774 \uc7a5\uae30\uc801 \uc131\uacf5\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/span><\/p>\n

\ud504\ub85c\ub355\uc158 \ubc30\ud3ec\uc5d0\uc11c\ub294 \uc810\uc9c4\uc801 \ub9b4\ub9ac\uc2a4, \uc885\ud569\uc801\uc778 \uac00\ub4dc\ub808\uc77c, 24\u00d77 \uad00\uce21\uc131\uc744 \ub3c4\uc785\ud569\ub2c8\ub2e4. \ucd9c\uc2dc \uc774\ud6c4\uc5d0\ub3c4 \ud300\uc740 \uc9c0\uc5f0 \uc2dc\uac04 \uac10\uc18c, \uc815\ud655\ub3c4 \ud5a5\uc0c1, \ub2e8\uc704 \uacbd\uc81c\uc131 \uac1c\uc120\uc744 \uc704\ud574 \ubc18\ubcf5\ud558\uba70, \uc2e4\uc81c \ud53c\ub4dc\ubc31\uc744 \uae30\ubc18\uc73c\ub85c \uae30\ub2a5\uc744 \ud655\uc7a5\ud558\uace0 \uc778\uc811 \ud65c\uc6a9 \uc0ac\ub840\ub85c \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \ub113\ud600\uac11\ub2c8\ub2e4.<\/span><\/p>\n

\uad6c\ud604 \uc804\ubc18\uc5d0\uc11c \ud300\uc740 \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4, \uc2e4\ud5d8 \ucd94\uc801, \ubaa8\ub378 \ub808\uc9c0\uc2a4\ud2b8\ub9ac, \uac15\ub825\ud55c \uc811\uadfc \ud1b5\uc81c, \uc554\ud638\ud654, \uc885\ud569 \uac10\uc0ac \ub85c\uadf8\ub97c \uc801\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc774 \uc131\ub2a5\uacfc \uc815\ud655\ub3c4\ub97c \uac16\ucd9c \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc124\uba85 \uac00\ub2a5\ud558\uace0, \uc548\uc804\ud558\uba70, \uaddc\uc81c \uc694\uad6c \uc0ac\ud56d\uc744 \uc900\uc218\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uacb0\ub860 \ubc0f \ubbf8\ub798 \uc804\ub9dd<\/b><\/h2>\n

2025\ub144 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc758 \ud575\uc2ec \uba54\uc2dc\uc9c0\ub294 \uba85\ud655\ud569\ub2c8\ub2e4. \uc9c0\uc18d \uac00\ub2a5\ud55c \uac00\uce58\ub294 \ub2e8\ud3b8\uc801\uc778 PoC(Proof of Concept)\uac00 \uc544\ub2cc, \uccb4\uacc4\uc801\uc778 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uacfc \uc2e0\uc911\ud55c \uac70\ubc84\ub10c\uc2a4\uc5d0\uc11c \ube44\ub86f\ub429\ub2c8\ub2e4. \ud604\uc7ac \uae30\uc5c5\uc758 88%\uac00 IT \uc608\uc0b0\uc758 5% \uc774\uc0c1\uc744 AI\uc5d0 \ud22c\uc790\ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc218\ub294 25% \uc774\uc0c1 \ud560\ub2f9\uc744 \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\uc5b4 \uccb4\uacc4\uc801\uc778 \uad6c\ud604\uc758 \uc804\ub7b5\uc801 \uc911\uc694\uc131\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n

MLOps\uc5d0 \ud22c\uc790\ud558\uace0, \uacf5\uc778\ub41c \ub9ac\uc2a4\ud06c \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub9de\ucd94\uba70, \uc5e3\uc9c0 \ucef4\ud4e8\ud305, \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638, \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uaddc\ubaa8\ub97c \uace0\ub824\ud55c \uc124\uacc4\ub97c \uc218\ud589\ud558\ub294 \uc870\uc9c1\uc740 AI\ub97c \uc2e4\ud5d8\uc801 \uac00\ub2a5\uc131\uc5d0\uc11c \uc9c0\uc18d \uac00\ub2a5\ud55c \uacbd\uc7c1 \uc6b0\uc704\ub85c \uc804\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ubb3c\uacb0\uc778 \uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \ud611\uc5c5, \ub274\ub85c\ubaa8\ud53d \uac00\uc18d, \uc591\uc790 \uac15\ud654 \ucd5c\uc801\ud654(Quantum-enhanced Optimization)\ub294 \uc624\ub298\ub0a0\uc758 \uae30\ucd08 \uc5ed\ub7c9\uc744 \ub9c8\uc2a4\ud130\ud55c \ud300\uc5d0\uac8c \ud070 \ubcf4\uc0c1\uc744 \uac00\uc838\ub2e4\uc904 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n

\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc AI \ud2b8\ub80c\ub4dc \ubc0f \uae30\ud68c\ub97c \ud0d0\uc0c9\ud558\ub294 \ub9ac\ub354\uc640 \uc5d4\uc9c0\ub2c8\uc5b4\uc5d0\uac8c\ub294, \ud50c\ub808\uc774\ubd81 \ud45c\uc900\ud654, \uae30\uc220 \uc2a4\ud0dd \uc0b0\uc5c5\ud654, \uc601\ud5a5\ub825\uc758 \uc9c0\uc18d\uc801 \uce21\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \ud1b5\ud55c \uacbd\uc7c1 \uc6b0\uc704 \ud655\ubcf4\uc758 \uae30\ud68c\ub294 \uc5ec\uc804\ud788 \uc5f4\ub824 \uc788\uc9c0\ub9cc, \uae30\uc220\uc801 \uc6b0\uc218\uc131\uacfc \uc6b4\uc601\uc801 \uaddc\uc728\uc744 \ubaa8\ub450 \uac16\ucd98 \uc870\uc9c1\uc5d0\ub9cc \ud574\ub2f9\ub429\ub2c8\ub2e4.<\/span><\/p>\n

\"Vietnam-IT-outsourcing\"<\/a><\/p>\n

\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38(FAQ)<\/b><\/h2>\n
    \n
  1. 2025\ub144 \uae30\uc5c5 \ub3c4\uc785\uc744 \uc8fc\ub3c4\ud558\ub294 \uc8fc\uc694 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/b>
    \n<\/b> 2025\ub144 \uae30\uc5c5\uc744 \ud601\uc2e0\ud558\ub294 \uac00\uc7a5 \uc601\ud5a5\ub825 \uc788\ub294 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc5d0\ub294 MLOps \ud45c\uc900\ud654(\uc5f0\ud3c9\uade0 \uc131\uc7a5\ub960 43%), \ud504\ub77c\uc774\ubc84\uc2dc\ub97c \ubcf4\ud638\ud558\ub294 AI\ub97c \uc704\ud55c \uc5f0\ud569\ud559\uc2b5(Federated Learning)\uc758 \ubd80\uc0c1, \uc5f0\ud3c9\uade0 21.7% \uc131\uc7a5\ub960\uc744 \uae30\ub85d\ud558\ub294 \uc5e3\uc9c0 AI\uc758 \ube60\ub978 \ubc30\ud3ec\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uadf8 \uc678 \uc8fc\uc694 \ud2b8\ub80c\ub4dc\ub85c\ub294 \uaddc\uc81c \uc900\uc218\ub97c \uc704\ud55c \uc124\uba85 \uac00\ub2a5\ud55c AI(Explainable AI)\uc640 AI \uae30\ubc18 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \ud601\uc2e0\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc804 \uc138\uacc4 \uae30\uc5c5\uc758 70% \uc774\uc0c1\uc774 \uc774\ubbf8 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc194\ub8e8\uc158\uc744 \uc6b4\uc601 \uc0dd\ud0dc\uacc4\uc5d0 \ud1b5\ud569\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n
  2. \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd\uacfc AI \ud2b8\ub80c\ub4dc\ub294 \uc5b4\ub5bb\uac8c \uacbd\uc7c1 \uc6b0\uc704\ub97c \ucc3d\ucd9c\ud558\ub098\uc694?<\/b>
    \n<\/b> \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd\uacfc AI \ud2b8\ub80c\ub4dc\ub294 \uc2e4\uc2dc\uac04 \uc758\uc0ac\uacb0\uc815\uacfc \uc608\uce21 \ubd84\uc11d\uc758 \uc911\uc2ec\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0\uc740 \uc790\ub3d9\ud654\ub41c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\uc5ec \uc6b4\uc601 \ubbfc\ucca9\uc131\uacfc \uc804\ub7b5\uc801 \uacc4\ud68d \uc218\ub9bd\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uc57d 74%\uc758 \uae30\uc5c5\uc774 ROI \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uac70\ub098 \ucd08\uacfc\ud558\uba70, AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc5d0 \ub9de\ucd98 \ub370\uc774\ud130 \uae30\ubc18 \uc804\ud658\uc744 \ud1b5\ud574 20~30% \uc0dd\uc0b0\uc131 \ud5a5\uc0c1\uacfc \uce21\uc815 \uac00\ub2a5\ud55c \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc2e4\ud604\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n
  3. \uae30\uc5c5 AI \uc2dc\uc7a5\uc758 \ud604\uc7ac \uc131\uc7a5 \uc0c1\ud0dc\ub294 \uc5b4\ub5a0\ud55c\uac00\uc694?<\/b>
    \n<\/b> \uae30\uc5c5 AI \uc2dc\uc7a5\uc740 \uae09\uc131\uc7a5 \uc911\uc73c\ub85c, 2025\ub144 3,910\uc5b5 \ub2ec\ub7ec\uc5d0 \ub3c4\ub2ec\ud558\uba70 2030\ub144\uae4c\uc9c0 1\uc870 8,100\uc5b5 \ub2ec\ub7ec\ub85c \uc0c1\uc2b9\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, \uc5f0\ud3c9\uade0 \uc131\uc7a5\ub960\uc740 35.9%\uc785\ub2c8\ub2e4. AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc758 \ud575\uc2ec \ucd95\uc778 \uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc7a5\uc740 2025\ub144 939\uc5b5 5\ucc9c\ub9cc \ub2ec\ub7ec\uc5d0\uc11c 2034\ub144 1\uc870 4,076\uc5b5 5\ucc9c\ub9cc \ub2ec\ub7ec\ub85c \uc131\uc7a5\ud560 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4. \ubd81\ubbf8\uc640 \uc720\ub7fd\uc740 \uac01\uac01 AI \uc2dc\uc7a5 \uc810\uc720\uc728 44%\ub97c \uc720\uc9c0\ud558\uba70, \uae30\uc5c5 \uc790\ub3d9\ud654 \ubc0f \uc9c0\ub2a5\ud615 \ubd84\uc11d \uc5ed\ub7c9\uc5d0 \ub300\ud55c \uac15\ub825\ud55c \ud22c\uc790\uc5d0 \ud798\uc785\uc5b4 \uc120\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n
  4. AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc \ud655\uc7a5\uc5d0\uc11c MLOps\ub294 \uc5bc\ub9c8\ub098 \uc911\uc694\ud55c\uac00\uc694?<\/b>
    \n<\/b> MLOps\ub294 \uc0b0\uc5c5 \uc804\ubc18\uc5d0\uc11c AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \ud655\uc7a5\ud558\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uad6c\uc870\ud654\ub41c \uc6b4\uc601 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \uc5c6\uc73c\uba74 AI \ubaa8\ub378\uc758 \ub2e8 15%\ub9cc\uc774 \ud504\ub85c\ub355\uc158 \ub2e8\uacc4\uc5d0 \ub3c4\ub2ec\ud569\ub2c8\ub2e4. MLOps\ub97c \ub3c4\uc785\ud55c \uc870\uc9c1\uc740 ROI\ub97c 28~149%\uae4c\uc9c0 \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \ubc30\ud3ec \uc8fc\uae30\ub97c 1\ub144\uc5d0\uc11c 90\uc77c \ubbf8\ub9cc\uc73c\ub85c \ub2e8\ucd95\ud558\uba70, \uc778\ud504\ub77c \ube44\uc6a9\uc744 30% \uc808\uac10\ud569\ub2c8\ub2e4. MLOps\ub294 \uac70\ubc84\ub10c\uc2a4\uc640 \uc131\ub2a5 \ucd94\uc801\uc744 \uac1c\uc120\ud558\uc5ec \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc218\uc900\uc758 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc2a4\ud15c\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ub3c4\uc785\ud560 \uc218 \uc788\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/li>\n
  5. \uc5f0\ud569\ud559\uc2b5(Federated Learning)\uc740 \ud604\uc7ac AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc5d0\uc11c \uc5b4\ub5a4 \uc5ed\ud560\uc744 \ud558\ub098\uc694?<\/b>
    \n<\/b> \uc5f0\ud569\ud559\uc2b5\uc740 \ud604\ub300 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\uc758 \ud575\uc2ec\uc73c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc911\uc559 \uc9d1\uc911\uc2dd \ub370\uc774\ud130 \uc5c6\uc774 \ubd84\uc0b0\ub41c \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c AI \ud559\uc2b5\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uc5ec \ud504\ub77c\uc774\ubc84\uc2dc \uce5c\ud654\uc801 \ud611\uc5c5\uc744 \ucd09\uc9c4\ud569\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \uc5c4\uaca9\ud55c GDPR \uc694\uad6c\uc0ac\ud56d\uc744 \ucda9\uc871\ud558\uba70, \ud5ec\uc2a4\ucf00\uc5b4, \uae08\uc735, \uacf5\uacf5 \ubd80\ubb38\uc5d0\uc11c \uac15\ub825\ud558\uac8c \ucc44\ud0dd\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5f0\ud569\ud559\uc2b5 \uc2dc\uc7a5\uc740 2025\ub144 1\uc5b5 5,510\ub9cc \ub2ec\ub7ec\uc5d0\uc11c 2032\ub144 3\uc5b5 1,540\ub9cc \ub2ec\ub7ec\ub85c \uc131\uc7a5\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uac1c\ubc1c\uc758 \uc548\uc804\ud55c \ubbf8\ub798\ub97c \ud615\uc131\ud558\ub294 \uc911\uc694\ud55c \ud798\uc73c\ub85c \ud3c9\uac00\ub429\ub2c8\ub2e4.<\/span><\/li>\n
  6. \uc5e3\uc9c0 AI \uae30\ub2a5\uc740 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \uc5b4\ub5bb\uac8c \uc9c0\uc6d0\ud558\ub098\uc694?<\/b>
    \n<\/b> \uc5e3\uc9c0 AI\ub294 \uc7a5\uce58\uc5d0\uc11c \uc9c1\uc811 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc218\ud589\ud558\uc5ec \uc9c0\uc5f0 \uc2dc\uac04\uacfc \ud074\ub77c\uc6b0\ub4dc \uc758\uc874\ub3c4\ub97c \uc904\uc784\uc73c\ub85c\uc368 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc \ubc1c\uc804\uc744 \uac00\uc18d\ud654\ud569\ub2c8\ub2e4. \uc5e3\uc9c0 AI \uc2dc\uc7a5\uc740 2024\ub144 207\uc5b5 8\ucc9c\ub9cc \ub2ec\ub7ec\uc5d0\uc11c 2030\ub144 664\uc5b5 7\ucc9c\ub9cc \ub2ec\ub7ec\ub85c \uc131\uc7a5\ud560 \uc804\ub9dd\uc785\ub2c8\ub2e4. \uc774\ub294 \uad50\ud1b5 \ud63c\uc7a1\uc744 30% \uc904\uc774\uace0, \ub9ac\ud14c\uc77c \uc7ac\uace0 \ubd80\uc871\uc744 20% \uac10\uc18c\uc2dc\ud0a4\uba70, \uc81c\uc870, \ud5ec\uc2a4\ucf00\uc5b4, \uc2a4\ub9c8\ud2b8\uc2dc\ud2f0 \ub4f1\uc5d0\uc11c \uc790\uc728 \uc6b4\uc601\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub4f1 \ucca8\ub2e8 \uc790\ub3d9\ud654\ub97c \uc9c0\uc6d0\ud558\uc5ec AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud601\uc2e0\uc5d0\uc11c \uac00\uc7a5 \ube60\ub974\uac8c \uc131\uc7a5\ud558\ub294 \ubd84\uc57c \uc911 \ud558\ub098\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \uc774 \uc885\ud569 \uac00\uc774\ub4dc\ub294 \uac00\uc7a5 \uc911\uc694\ud55c AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub80c\ub4dc\ub97c \uc815\ub9ac\ud558\uace0 \uadf8\uac83\ub4e4\uc774 \uc544\ud0a4\ud14d\ucc98, \ubc30\ud3ec \ud328\ud134, \uac70\ubc84\ub10c\uc2a4 \ubaa8\ub378, \uadf8\ub9ac\uace0 \uce21\uc815 \uac00\ub2a5\ud55c \ube44\uc988\ub2c8\uc2a4 […]<\/p>\n","protected":false},"author":8,"featured_media":21193,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[47,52,51,55,56],"tags":[],"class_list":["post-21190","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ar-ko","category-it-outsourcing-ko","category-it-consulting-ko","category-staff-augmentation-ko","category-website-development-ko"],"_links":{"self":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/21190","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=21190"}],"version-history":[{"count":0,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/posts\/21190\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media\/21193"}],"wp:attachment":[{"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/media?parent=21190"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/categories?post=21190"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hblabgroup.com\/ko\/wp-json\/wp\/v2\/tags?post=21190"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}