{"id":326,"date":"2026-04-09T22:03:41","date_gmt":"2026-04-09T22:03:41","guid":{"rendered":"https:\/\/blog.vespellar.com\/%ec%83%9d%ec%84%b1%ed%98%95-ai-%ec%8b%9c%eb%8c%80-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c-mlops%ec%99%80-ai-%ec%9d%b8%ed%94%84%eb%9d%bc-%ec%b5%9c%ec%a0%81%ed%99%94%eb%a1%9c-%eb%b9%84%ec%a6%88%eb%8b%88\/"},"modified":"2026-04-09T22:03:41","modified_gmt":"2026-04-09T22:03:41","slug":"%ec%83%9d%ec%84%b1%ed%98%95-ai-%ec%8b%9c%eb%8c%80-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c-mlops%ec%99%80-ai-%ec%9d%b8%ed%94%84%eb%9d%bc-%ec%b5%9c%ec%a0%81%ed%99%94%eb%a1%9c-%eb%b9%84%ec%a6%88%eb%8b%88","status":"publish","type":"post","link":"https:\/\/www.vespellar.com\/blog\/%ec%83%9d%ec%84%b1%ed%98%95-ai-%ec%8b%9c%eb%8c%80-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c-mlops%ec%99%80-ai-%ec%9d%b8%ed%94%84%eb%9d%bc-%ec%b5%9c%ec%a0%81%ed%99%94%eb%a1%9c-%eb%b9%84%ec%a6%88%eb%8b%88\/","title":{"rendered":"\uc0dd\uc131\ud615 AI \uc2dc\ub300, \ud074\ub77c\uc6b0\ub4dc MLOps\uc640 AI \uc778\ud504\ub77c \ucd5c\uc801\ud654\ub85c \ube44\uc988\ub2c8\uc2a4 \uc9c0\ubc30\ub825 \ud655\ubcf4\ud558\uae30"},"content":{"rendered":"
\n
\n

\uc0dd\uc131\ud615 AI \uc2dc\ub300, \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 MLOps\uc640 AI \uc778\ud504\ub77c \ucd5c\uc801\ud654\ub85c \ube44\uc988\ub2c8\uc2a4 \uc9c0\ubc30\ub825 \ud655\ubcf4\ud558\uae30<\/h1>\n

\uae30\uc220 \uc9c4\ud654\uc758 \uac70\uce68\uc5c6\ub294 \ud589\uad70 \uc18d\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5(AI), \ud2b9\ud788 \uc0dd\uc131\ud615 AI\ub294 \ub2e8\uc21c\ud55c \ud30c\uad34\uc801 \ud601\uc2e0\uc744 \ub118\uc5b4 \ud604\ub300 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc744 \uad6c\ucd95\ud558\ub294 \uadfc\ubcf8\uc801\uc778 \uc124\uacc4\uc790\ub85c \ubd80\uc0c1\ud588\uc2b5\ub2c8\ub2e4. AI, \ud2b9\ud788 \uc0dd\uc131\ud615 AI \ubaa8\ub378\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubc30\ud3ec, \uad00\ub9ac, \ucd5c\uc801\ud654\ud558\ub294 \ub2a5\ub825\uc740 \uacbd\uc7c1 \uc6b0\uc704\ub97c \ub118\uc5b4 \uc0dd\uc874 \ud544\uc218 \uc694\uc18c\ub85c \ube60\ub974\uac8c \uc804\ud658\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\uc758 \uc120\ub450\uc5d0\ub294 MLOps(\uba38\uc2e0\ub7ec\ub2dd \uc6b4\uc601)\uc640 AI \uc778\ud504\ub77c \ucd5c\uc801\ud654\ub77c\ub294 \uc804\ub7b5\uc801 \uacfc\uc81c\uac00 \uc790\ub9ac\ud558\uba70 \uae30\uc5c5 \uacbd\uc7c1\ub825\uc758 \uc0c8\ub85c\uc6b4 \uc9c0\ud3c9\uc744 \uc5f4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

MLOps\ub294 \ub370\ube0c\uc635\uc2a4 \ucca0\ud559\uc5d0 \ubfcc\ub9ac\ub97c \ub450\uace0 \uc788\uc73c\uba70, \ucd08\uae30 \uac1c\ubc1c \ubc0f \uc5c4\uaca9\ud55c \ud14c\uc2a4\ud2b8\ubd80\ud130 \uc6d0\ud65c\ud55c \ubc30\ud3ec, \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1, \uc790\ub3d9\ud654\ub41c \uc720\uc9c0\ubcf4\uc218\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc804\uccb4 \uc218\uba85 \uc8fc\uae30\ub97c \uad00\ub9ac\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub41c \ud3ec\uad04\uc801\uc778 \uc6b4\uc601 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc774 \uccb4\uacc4\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc740 AI \uc2dc\uc2a4\ud15c\uc758 \ud754\ub4e4\ub9bc \uc5c6\ub294 \uc548\uc815\uc131, \uc2e0\ub8b0\uc131, \uc9c0\uc18d\uc801\uc778 \uc131\ub2a5 \ud5a5\uc0c1\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud558\uba70, \uae30\uc5c5\uc774 AI \ubc30\ud3ec\uc758 \uace0\uc720\ud55c \ubcf5\uc7a1\uc131\uc5d0 \uad74\ubcf5\ud558\uc9c0 \uc54a\uace0 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ubc1c\ud718\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n

\n
\n \"\uc0c1\ud638\n <\/div>
\n <\/span>
\n \uc0c1\ud638 \uc5f0\uacb0\ub41c \ub370\uc774\ud130 \ub178\ub4dc\uc640 AI \uc54c\uace0\ub9ac\uc998\uc758 \ubbf8\ub798\uc9c0\ud5a5\uc801\uc774\uace0 \ucd94\uc0c1\uc801\uc778 \uc2dc\uac01\ud654, MLOps\uc640 \uc0dd\uc131\ud615 AI\uc758 \ubcf5\uc7a1\ud55c \uc0dd\ud0dc\uacc4\ub97c \uc0c1\uc9d5\ud569\ub2c8\ub2e4.
\n <\/span>
\n <\/figcaption><\/figure>\n<\/p>\n

\uc0dd\uc131\ud615 AI \ubc30\ud3ec\uc758 \ubcf5\uc7a1\uc131 \uc99d\ub300<\/h2>\n

\uc0dd\uc131\ud615 AI \ubaa8\ub378\uc758 \ubc30\ud3ec \ubc0f \uad00\ub9ac\ub294 \uac15\ub825\ud55c MLOps \uad00\ud589\uc758 \uc911\uc694\uc131\uc744 \uc99d\ud3ed\uc2dc\ud0a4\ub294 \ub3c5\ud2b9\ud55c \ub3c4\uc804 \uacfc\uc81c\ub97c \uc548\uaca8\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc758 \uc5c4\uccad\ub09c \ubcf5\uc7a1\uc131, \ubc29\ub300\ud55c \uaddc\ubaa8, \uadf8\ub9ac\uace0 \uc2ec\uc624\ud55c \uc724\ub9ac\uc801 \ud568\uc758\ub294 \ub354\uc6b1 \uc815\uad50\ud55c \uc6b4\uc601 \ud328\ub7ec\ub2e4\uc784\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. MLOps\ub294 \uc774\ub7ec\ud55c \uace0\uae09 \ubaa8\ub378\uc5d0 \ud544\uc694\ud55c \ud655\uc7a5\uc131, \uc2e0\ub8b0\uc131, \uac15\ub825\ud55c \uac70\ubc84\ub10c\uc2a4, \uadf8\ub9ac\uace0 \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc0dd\uc131\ud615 AI\uc758 \ub300\ud45c\uc801\uc778 \uc608\uc778 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc740 \ubc29\ub300\ud55c \uc778\ud504\ub77c \uc694\uad6c \uc0ac\ud56d\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc758 \ube44\uacb0\uc815\uc801 \ucd9c\ub825, \ubbfc\uac10\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc694\uad6c \uc0ac\ud56d, \uadf8\ub9ac\uace0 \ub9e4\uc6b0 \ub3d9\uc801\uc778 \uc0ac\uc6a9 \ud328\ud134\uc740 \uc774\ub7ec\ud55c \ubcf5\uc7a1\ud55c \uc6b4\uc601 \ud658\uacbd\uc744 \ud0d0\uc0c9\ud558\ub294 \ub370 \uc788\uc5b4 MLOps\uc758 \ud544\uc218\uc801\uc778 \uc5ed\ud560\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n

“MLOps\uc640 \ucd5c\uc801\ud654\ub41c AI \uc778\ud504\ub77c\uc758 \uc804\ub7b5\uc801 \ud1b5\ud569\uc740 \ub354 \uc774\uc0c1 \uae30\uc220\uc801 \uace0\ub824 \uc0ac\ud56d\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc774\ub294 \uc778\uacf5\uc9c0\ub2a5 \uc2dc\ub300\uc758 \uc2dc\uc7a5 \ub9ac\ub354\uc2ed\uc744 \uacb0\uc815\ud558\ub294 \ud575\uc2ec \ube44\uc988\ub2c8\uc2a4 \uc804\ub7b5\uc785\ub2c8\ub2e4.” <\/p><\/blockquote>\n

\ud3ed\ubc1c\uc801\uc778 AI \uc778\ud504\ub77c \uc2dc\uc7a5: \ud601\uc2e0\uc758 \uae30\ubc18<\/h2>\n

\uae00\ub85c\ubc8c AI \uc778\ud504\ub77c \uc2dc\uc7a5\uc740 AI \ubc30\ud3ec\ub97c \uc704\ud55c \uc11c\ubc84\uc5d0 \ub300\ud55c \uc0c1\ub2f9\ud55c \ud22c\uc790\uac00 \ucd09\uc9c4\ub418\uba74\uc11c \uc804\ub840 \uc5c6\ub294 \uc131\uc7a5\uae30\ub97c \uacbd\ud5d8\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae09\uc99d\uc138\ub294 \uc55e\uc73c\ub85c \uba87 \ub144\uac04 \ub192\uc740 \ub450 \uc790\ub9bf\uc218 \uc5f0\uac04 \uc131\uc7a5\ub960\uc744 \uae30\ub85d\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. IDC\ub294 \uc804 \uc138\uacc4 AI \uc778\ud504\ub77c \uc9c0\ucd9c\uc774 2029\ub144\uae4c\uc9c0 \ubb34\ub824 7580\uc5b5 \ub2ec\ub7ec\uc5d0 \ub2ec\ud560 \uac83\uc73c\ub85c \uc804\ub9dd\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud655\uc7a5\uc740 AI \ucd5c\uc801\ud654 \uc778\ud504\ub77c \uc11c\ube44\uc2a4(IaaS) \uc2dc\uc7a5\uc758 \uae30\ubc18\uc774 \ub418\ub294 GPU \ubc0f ASIC\uc744 \ud3ec\ud568\ud55c \uace0\uc131\ub2a5 \ucef4\ud4e8\ud305(HPC) \ub9ac\uc18c\uc2a4\uc5d0 \ub300\ud55c \uc218\uc694 \uc99d\uac00\uc5d0 \uc758\ud574 \ud06c\uac8c \uc8fc\ub3c4\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2026\ub144\uae4c\uc9c0 \ucd94\ub860 \uc6cc\ud06c\ub85c\ub4dc\uac00 AI \ucd5c\uc801\ud654 IaaS \uc9c0\ucd9c\uc758 \uc0c1\ub2f9 \ubd80\ubd84\uc778 55%\ub97c \ucc28\uc9c0\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc774\ub294 \ucd08\uae30 \ud6c8\ub828 \ub2e8\uacc4\ub97c \ub118\uc5b4 AI \ubaa8\ub378\uc758 \uc6b4\uc601\ud654\ub85c\uc758 \uc911\uc694\ud55c \uc804\ud658\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774 \uc778\ud504\ub77c\uc758 \ucd5c\uc801\ud654\ub294 \ub2e8\uc21c\ud788 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \uad00\ud55c \uac83\uc774 \uc544\ub2c8\ub77c \ube44\uc6a9 \ud6a8\uc728\uc131 \ud655\ubcf4, \ub370\uc774\ud130 \uc8fc\uad8c \ubcf4\uc7a5, \ubcf4\uc548 \uac15\ud654, \uadf8\ub9ac\uace0 AI \uc2dc\uc2a4\ud15c\uc758 \ubcf5\uc6d0\ub825\uc744 \ubcf4\uc7a5\ud558\ub294 \uacb0\uc815\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc804\ub7b5\uc801\uc778 \uc778\ud504\ub77c \ucd5c\uc801\ud654 \uc5c6\uc774\ub294 AI\uc758 \uc57d\uc18d\uc774 \ube60\ub974\uac8c \uc9c0\uc18d \ubd88\uac00\ub2a5\ud55c \uc7ac\uc815\uc801, \uc6b4\uc601\uc801 \ubd80\ub2f4\uc73c\ub85c \uc804\ub77d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\n
\n \"GPU,\n <\/div>
\n <\/span>
\n GPU, ASIC, IaaS\uc640 \uac19\uc740 \uc9c0\ucd9c \uc601\uc5ed\uc758 \uba85\ud655\ud55c \uc138\ubd84\ud654\ub97c \ud3ec\ud568\ud558\uc5ec \uae00\ub85c\ubc8c AI \uc778\ud504\ub77c \uc2dc\uc7a5\uc758 \uc608\uc0c1 \uc131\uc7a5\ub960\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc5ed\ub3d9\uc801\uc778 \uc778\ud3ec\uadf8\ub798\ud53d.
\n <\/span>
\n <\/figcaption><\/figure>\n

\ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 MLOps \ubc0f AI \uc778\ud504\ub77c \ucd5c\uc801\ud654\uc758 \uc804\ub7b5\uc801 \uae30\ub465<\/h2>\n

\uc131\uacf5\uc801\uc73c\ub85c \uc0dd\uc131\ud615 AI\ub97c \ube44\uc988\ub2c8\uc2a4 \uc774\uc810\uc73c\ub85c \ud65c\uc6a9\ud558\uae30 \uc704\ud574 \uc870\uc9c1\uc740 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 MLOps\uc640 \uc138\uc2ec\ud558\uac8c \ucd5c\uc801\ud654\ub41c AI \uc778\ud504\ub77c\ub97c \uc870\ud654\uc2dc\ud0a4\ub294 \ub2e4\uac01\uc801\uc778 \uc804\ub7b5\uc744 \ucc44\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\ub108\uc9c0\ub294 AI\uc758 \uc7a0\uc7ac\ub825\uc744 \uc2e4\uc9c8\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\ub85c \uc804\ud658\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n

1. \uc0dd\uc131\ud615 AI\ub97c \uc704\ud55c \uac15\ub825\ud55c MLOps \ud504\ub808\uc784\uc6cc\ud06c<\/h3>\n

\uc0dd\uc131\ud615 AI\uc5d0 \ub9de\ucdb0\uc9c4 MLOps \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ud604\ud558\ub294 \uac83\uc740 \uba87 \uac00\uc9c0 \ud575\uc2ec \uace0\ub824 \uc0ac\ud56d\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n

    \n
  • \ubaa8\ub378 \ubc84\uc804 \uad00\ub9ac \ubc0f \uc2e4\ud5d8 \ucd94\uc801:<\/strong> \uc7ac\ud604\uc131\uacfc \ub514\ubc84\uae45\uc744 \uc704\ud574 \ubaa8\ub378 \ubc18\ubcf5, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130, \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc5c4\uaca9\ud55c \ucd94\uc801\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n
  • \uc790\ub3d9\ud654\ub41c CI\/CD \ud30c\uc774\ud504\ub77c\uc778:<\/strong> AI \ubaa8\ub378\uc5d0 \ud2b9\ud654\ub41c \uc9c0\uc18d\uc801 \ud1b5\ud569 \ubc0f \uc9c0\uc18d\uc801 \ubc30\ud3ec(CI\/CD) \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uba74 \ube60\ub974\uace0 \uc548\uc815\uc801\uc778 \uc5c5\ub370\uc774\ud2b8\uac00 \ubcf4\uc7a5\ub429\ub2c8\ub2e4.<\/li>\n
  • \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uacbd\uace0:<\/strong> \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \ubaa8\ub378 \uc131\ub2a5, \ub4dc\ub9ac\ud504\ud2b8, \ud3b8\ud5a5\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc740 \uc0ac\uc804 \ubb38\uc81c \ud574\uacb0\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n
  • \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \ubc0f \ubcf4\uc548:<\/strong> \uc0dd\uc131\ud615 AI \ubaa8\ub378\uc774 \ucc98\ub9ac\ud558\ub294 \ubbfc\uac10\ud55c \uc815\ubcf4\ub97c \ubcf4\ud638\ud558\uae30 \uc704\ud574 \uc5c4\uaca9\ud55c \ub370\uc774\ud130 \uad00\ub9ac \uc815\ucc45 \ubc0f \ubcf4\uc548 \ud504\ub85c\ud1a0\ucf5c\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4.<\/li>\n
  • \uc724\ub9ac\uc801 AI \ubc0f \ud3b8\ud5a5 \uc644\ud654:<\/strong> AI \ucd9c\ub825\uc5d0\uc11c \ud3b8\ud5a5\uc744 \ud0d0\uc9c0\ud558\uace0 \uc644\ud654\ud558\ub294 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud569\ud558\uc5ec \uacf5\uc815\ud558\uace0 \ucc45\uc784\uac10 \uc788\ub294 AI \ubc30\ud3ec\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
    \n
    \n \"\uc790\ub3d9\ud654,\n <\/div>
    \n <\/span>
    \n \uc790\ub3d9\ud654, \ubaa8\ub2c8\ud130\ub9c1, \uac70\ubc84\ub10c\uc2a4 \ub2e8\uacc4\ub97c \uac15\uc870\ud558\ub294 \uc0dd\uc131\ud615 AI\ub97c \uc704\ud55c \uc77c\ubc18\uc801\uc778 MLOps \ud30c\uc774\ud504\ub77c\uc778\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc0c1\uc138\ud55c \uc21c\uc11c\ub3c4.
    \n <\/span>
    \n <\/figcaption><\/figure>\n

    2. AI \uc778\ud504\ub77c \ucd5c\uc801\ud654 \uc804\ub7b5<\/h3>\n

    AI \uc778\ud504\ub77c \ucd5c\uc801\ud654\ub294 \uc804\ub7b5\uc801 \uacc4\ud68d \ubc0f \uc2e4\ud589\uc744 \uc694\uad6c\ud558\ub294 \uc9c0\uc18d\uc801\uc778 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4:<\/p>\n

      \n
    • \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4 \uad00\ub9ac:<\/strong> \ud074\ub77c\uc6b0\ub4dc \ud0c4\ub825\uc131\uc744 \ud65c\uc6a9\ud558\uc5ec \uc6cc\ud06c\ub85c\ub4dc \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4(GPU, TPU, CPU)\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ud560\ub2f9\ud558\uace0 \ud655\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n
    • \uc2a4\ud1a0\ub9ac\uc9c0 \uc194\ub8e8\uc158:<\/strong> AI \ud6c8\ub828 \ubc0f \ucd94\ub860\uc5d0 \ud544\uc694\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uacfc \ube60\ub978 \ub370\uc774\ud130 \uc561\uc138\uc2a4\uc5d0 \ucd5c\uc801\ud654\ub41c \uace0\ucc98\ub9ac\ub7c9, \uc800\uc9c0\uc5f0 \uc2a4\ud1a0\ub9ac\uc9c0 \uc194\ub8e8\uc158\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4.<\/li>\n
    • \ub124\ud2b8\uc6cc\ud0b9 \uc778\ud504\ub77c:<\/strong> \ucef4\ud4e8\ud305 \ub178\ub4dc\uc640 \uc2a4\ud1a0\ub9ac\uc9c0 \uac04\uc758 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \uc804\uc1a1\uc744 \ucd09\uc9c4\ud558\uae30 \uc704\ud574 \uace0\ub300\uc5ed\ud3ed, \uc800\uc9c0\uc5f0 \ub124\ud2b8\uc6cc\ud0b9\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n
    • \ube44\uc6a9 \uad00\ub9ac \ubc0f FinOps:<\/strong> AI \uc778\ud504\ub77c\uc640 \uad00\ub828\ub41c \ud074\ub77c\uc6b0\ub4dc \uc9c0\ucd9c\uc744 \ubaa8\ub2c8\ud130\ub9c1, \ubd84\uc11d \ubc0f \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 FinOps \uad00\ud589\uc744 \ucc44\ud0dd\ud558\uc5ec \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n
    • \ud558\uc774\ube0c\ub9ac\ub4dc \ubc0f \uba40\ud2f0 \ud074\ub77c\uc6b0\ub4dc \uc804\ub7b5:<\/strong> \ube44\uc6a9, \uc131\ub2a5, \ub370\uc774\ud130 \uc8fc\uad8c \ubc0f \uacf5\uae09\uc5c5\uccb4 \uc885\uc18d\uc131 \ubb38\uc81c\ub97c \uade0\ud615 \uc788\uac8c \uc870\uc815\ud558\uae30 \uc704\ud574 \ud558\uc774\ube0c\ub9ac\ub4dc \ub610\ub294 \uba40\ud2f0 \ud074\ub77c\uc6b0\ub4dc \uc811\uadfc \ubc29\uc2dd\uc744 \ud3c9\uac00\ud558\uace0 \uad6c\ud604\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
      \n
      \n \"\ub2e4\uc591\ud55c\n <\/div>
      \n <\/span>
      \n \ub2e4\uc591\ud55c AI \uc6cc\ud06c\ub85c\ub4dc\uc5d0 \ub300\ud55c GPU, ASIC, FPGA\uc758 \uc7a5\ub2e8\uc810\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ube44\uad50\ud45c.
      \n <\/span>
      \n <\/figcaption><\/figure>\n\n\n\n\n\n\n\n
      AI \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uae30 \ube44\uad50 (\uc0dd\uc131\ud615 AI \uc6cc\ud06c\ub85c\ub4dc \uae30\uc900)<\/caption>\n
      \uac00\uc18d\uae30 \uc720\ud615<\/th>\n\uc8fc\uc694 \uac15\uc810<\/th>\n\uc774\uc0c1\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840<\/th>\n\uace0\ub824 \uc0ac\ud56d<\/th>\n<\/tr>\n<\/thead>\n
      GPU (\uadf8\ub798\ud53d \ucc98\ub9ac \uc7a5\uce58)<\/strong><\/td>\n\ub300\uaddc\ubaa8 \ubcd1\ub82c \ucc98\ub9ac, \ub192\uc740 \uba54\ubaa8\ub9ac \ub300\uc5ed\ud3ed, \uc131\uc219\ud55c \uc0dd\ud0dc\uacc4.<\/td>\n\ubaa8\ub378 \ud6c8\ub828, \ub300\uaddc\ubaa8 \ucd94\ub860, \ubcf5\uc7a1\ud55c \uc2e0\uacbd\ub9dd.<\/td>\n\ub192\uc740 \uc804\ub825 \uc18c\ube44, \ub2e8\uc704\ub2f9 \ube44\uc6a9\uc774 \ub192\uc744 \uc218 \uc788\uc74c.<\/td>\n<\/tr>\n
      ASIC (\uc8fc\ubb38\ud615 \ubc18\ub3c4\uccb4)<\/strong><\/td>\n\ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub300\ud55c \uadf9\ub3c4\uc758 \ud6a8\uc728\uc131, \ub0ae\uc740 \uc804\ub825 \uc18c\ube44.<\/td>\n\ub300\uaddc\ubaa8 \uc804\uc6a9 \ucd94\ub860, \ud2b9\uc218 AI \uc791\uc5c5.<\/td>\n\uc720\uc5f0\uc131\uc774 \ub5a8\uc5b4\uc9d0, \ub9de\ucda4 \uac1c\ubc1c \uc2dc \ub192\uc740 \ucd08\uae30 \uac1c\ubc1c \ube44\uc6a9(NRE).<\/td>\n<\/tr>\n
      FPGA (\ud544\ub4dc \ud504\ub85c\uadf8\ub798\uba38\ube14 \uac8c\uc774\ud2b8 \uc5b4\ub808\uc774)<\/strong><\/td>\n\uc720\uc5f0\uc131, \uc7ac\uad6c\uc131 \uac00\ub2a5\uc131, \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub300\ud55c GPU\ubcf4\ub2e4 \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04.<\/td>\n\uc2e4\uc2dc\uac04 \ucd94\ub860, \uc5e3\uc9c0 AI, \ub3d9\uc801 \uc6cc\ud06c\ub85c\ub4dc \uc801\uc751.<\/td>\nGPU \ub300\ube44 \ub0ae\uc740 \ucc98\ub9ac \ub2a5\ub825, \ud504\ub85c\uadf8\ub798\ubc0d \ubcf5\uc7a1\uc131.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      3. \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c MLOps \ud50c\ub7ab\ud3fc<\/h3>\n

      \ud074\ub77c\uc6b0\ub4dc\ub294 MLOps\ub97c \uad6c\ud604\ud558\uae30 \uc704\ud55c \uac15\ub825\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud558\uba70 \uc720\uc5f0\ud55c \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c MLOps \ud50c\ub7ab\ud3fc\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n

        \n
      • \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4:<\/strong> \ub370\uc774\ud130 \uc2a4\ud1a0\ub9ac\uc9c0, \ucef4\ud4e8\ud305, \ubaa8\ub378 \ub808\uc9c0\uc2a4\ud2b8\ub9ac, \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ub300\ud55c \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uba74 \uc6b4\uc601 \ubd80\ub2f4\uc774 \uc904\uc5b4\ub4ed\ub2c8\ub2e4.<\/li>\n
      • \ud655\uc7a5\uc131 \ubc0f \ud0c4\ub825\uc131:<\/strong> \uc218\uc694\uc5d0 \ub530\ub77c \ub9ac\uc18c\uc2a4\ub97c \ub3d9\uc801\uc73c\ub85c \ud655\uc7a5\ud558\uac70\ub098 \ucd95\uc18c\ud558\ub294 \ub2a5\ub825\uc740 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 AI \uc6b4\uc601\uc5d0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n
      • \ud074\ub77c\uc6b0\ub4dc \uc0dd\ud0dc\uacc4\uc640\uc758 \ud1b5\ud569:<\/strong> \ub2e4\ub978 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4(\uc608: \ub370\uc774\ud130 \ubd84\uc11d, \ubcf4\uc548, \ubaa8\ub2c8\ud130\ub9c1)\uc640\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc740 \uc804\ubc18\uc801\uc778 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
      • \uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98:<\/strong> \ucd94\ub860 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\uc5d0 \ub300\ud55c \uc11c\ubc84\ub9ac\uc2a4 \uc635\uc158\uc744 \ud0d0\uc0c9\ud558\uba74 \ud2b9\uc815 \uc6cc\ud06c\ub85c\ub4dc\uc5d0 \ub300\ud55c \ube44\uc6a9\uc744 \ub354\uc6b1 \ucd5c\uc801\ud654\ud558\uace0 \uad00\ub9ac\ub97c \ub2e8\uc21c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
        \n
        \n \"\uc628\ud504\ub808\ubbf8\uc2a4\n <\/div>
        \n <\/span>
        \n \uc628\ud504\ub808\ubbf8\uc2a4 \uc778\ud504\ub77c\uc640 \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc AI \uc11c\ube44\uc2a4\ub97c \ud1b5\ud569\ud558\ub294 \ud558\uc774\ube0c\ub9ac\ub4dc \ud074\ub77c\uc6b0\ub4dc \uc544\ud0a4\ud14d\ucc98\uc758 \uc2dc\uac01\uc801 \ud45c\ud604.
        \n <\/span>
        \n <\/figcaption><\/figure>\n

        \uc0ac\ub840 \uc5f0\uad6c: \uc0dd\uc131\ud615 AI\ub85c \uace0\uac1d \ucc38\uc5ec \ud601\uc2e0<\/h2>\n

        \uc120\ub3c4\uc801\uc778 \uc804\uc790\uc0c1\uac70\ub798 \ub300\uae30\uc5c5\uc740 \uc815\uad50\ud55c \uc0dd\uc131\ud615 AI \uae30\ubc18 \ucd94\ucc9c \uc5d4\uc9c4\uacfc \uac1c\uc778\ud654\ub41c \ucf58\ud150\uce20 \uc0dd\uc131\uae30\ub97c \ubc30\ud3ec\ud558\uc5ec \uace0\uac1d \ucc38\uc5ec \uc804\ub7b5\uc744 \uac15\ud654\ud558\uace0\uc790 \ud588\uc2b5\ub2c8\ub2e4. \uacfc\uc81c\ub294 \ub9c9\ub300\ud55c \ucef4\ud4e8\ud305 \uc694\uad6c \uc0ac\ud56d\uc744 \uad00\ub9ac\ud558\uace0 \uc218\ubc31\ub9cc \uba85\uc758 \uc0ac\uc6a9\uc790\ub97c \uc704\ud55c \uc2e4\uc2dc\uac04 \uc131\ub2a5\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

        \uad6c\ud604 \uc804\ub7b5:<\/h3>\n
          \n
        • \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc:<\/strong> GPU \uc778\uc2a4\ud134\uc2a4\ub97c \ud6c8\ub828 \ubc0f \ucd94\ub860\uc5d0 \ud63c\ud569\ud558\uc5ec \uc0ac\uc6a9\ud558\ub294 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \uc81c\uacf5\uc5c5\uccb4\uc758 AI \ucd5c\uc801\ud654 IaaS\ub97c \ud65c\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n
        • MLOps \ud1b5\ud569:<\/strong> \uc790\ub3d9\ud654\ub41c \ubaa8\ub378 \ud6c8\ub828, \ubc84\uc804 \uad00\ub9ac, \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998 A\/B \ud14c\uc2a4\ud2b8, \ud504\ub85c\ub355\uc158 \uc9c0\uc18d\uc801 \ubc30\ud3ec\ub97c \uc704\ud55c \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c MLOps \ud50c\ub7ab\ud3fc\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n
        • \uc778\ud504\ub77c \ucd5c\uc801\ud654:<\/strong> \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uc5d0 \ub300\ud55c \uc790\ub3d9 \ud655\uc7a5 \uadf8\ub8f9\uc744 \uc0ac\uc6a9\ud558\uace0, \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc800\uc9c0\uc5f0 \uc561\uc138\uc2a4\ub97c \uc704\ud574 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ucd5c\uc801\ud654\ud588\uc73c\uba70, GPU \uc9c0\ucd9c \uad00\ub9ac\ub97c \uc704\ud55c \ube44\uc6a9 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n
        • \ubaa8\ub2c8\ud130\ub9c1:<\/strong> \ucd94\ucc9c \uc815\ud655\ub3c4, \uc0ac\uc6a9\uc790 \ucc38\uc5ec \uc9c0\ud45c, \ubaa8\ub378 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \ucd94\uc801\ud558\uae30 \uc704\ud55c \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ub300\uc2dc\ubcf4\ub4dc\ub97c \ubc30\ud3ec\ud558\uace0, \uc131\ub2a5 \uc800\ud558 \ub610\ub294 \ud3b8\ud5a5\uc5d0 \ub300\ud55c \uc790\ub3d9 \uacbd\uace0\ub97c \uc124\uc815\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n

          \uacb0\uacfc:<\/h3>\n

          \ubc30\ud3ec \uacb0\uacfc \uace0\uac1d \uc804\ud658\uc728 25% \uc99d\uac00<\/strong>\uc640 \ud3c9\uade0 \uc8fc\ubb38 \uae08\uc561 15% \uc0c1\uc2b9<\/strong>\uc774\ub77c\ub294 \uc131\uacfc\ub97c \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4. MLOps \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ubaa8\ub378\uc774 \uc0c8\ub85c\uc6b4 \uace0\uac1d \uc0c1\ud638 \uc791\uc6a9\uc73c\ub85c\ubd80\ud130 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud558\uc5ec \uad00\ub828\uc131\uacfc \ud6a8\uacfc\ub97c \uc720\uc9c0\ud588\uc2b5\ub2c8\ub2e4. \ucd5c\uc801\ud654\ub41c \uc778\ud504\ub77c\ub294 \uc6b4\uc601 \ube44\uc6a9\uc744 \uc608\uc0b0 \ub0b4\uc5d0\uc11c \uc720\uc9c0\ud558\uba74\uc11c \ud544\uc694\ud55c \uc131\ub2a5\uacfc \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n

          \n
          \n \"\uc804\ud658\uc728\n <\/div>
          \n <\/span>
          \n \uc804\ud658\uc728 \ubc0f \ucc38\uc5ec \uc9c0\ud45c\ub97c \ud3ec\ud568\ud55c \uc0dd\uc131\ud615 AI \ucd94\ucc9c \uc5d4\uc9c4\uc758 \uc8fc\uc694 \uc131\uacfc \uc9c0\ud45c(KPI)\ub97c \ubcf4\uc5ec\uc8fc\ub294 \ub300\uc2dc\ubcf4\ub4dc \uc2a4\ud06c\ub9b0\uc0f7 \ubaa8\uc758 \uc774\ubbf8\uc9c0.
          \n <\/span>
          \n <\/figcaption><\/figure>\n

          \ubbf8\ub798 \uc804\ub9dd: \uc591\uc790 AI\uc640 \uadf8 \ub108\uba38<\/h2>\n

          \ubbf8\ub798\ub97c \ub0b4\ub2e4\ubcfc \ub54c, \uc591\uc790 \ucef4\ud4e8\ud305\uacfc AI\uc758 \uc735\ud569\uc740 \ub354\uc6b1 \uc2ec\uc624\ud55c \ub2a5\ub825\uc744 \uc5f4\uc5b4\uc904 \uac83\uc744 \uc57d\uc18d\ud569\ub2c8\ub2e4. \uc591\uc790 AI\ub294 \ubcf5\uc7a1\ud55c \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ud601\uba85\uc744 \uc77c\uc73c\ucf1c \uc2e0\uc57d \uac1c\ubc1c, \uc7ac\ub8cc \uacfc\ud559, \uc815\uad50\ud55c \uae08\uc735 \ubaa8\ub378\ub9c1\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \ub3cc\ud30c\uad6c\ub97c \uc5f4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AI\uc758 \uc774 \ub2e4\uc74c \ubb3c\uacb0\uc740 \uc758\uc2ec\ud560 \uc5ec\uc9c0 \uc5c6\uc774 \ub354\uc6b1 \ubc1c\uc804\ub41c MLOps \uad00\ud589\uacfc \uc0c8\ub85c\uc6b4 AI \uc778\ud504\ub77c \ud328\ub7ec\ub2e4\uc784\uc744 \ud544\uc694\ub85c \ud558\uba70, \ud604\uc7ac \uc0c1\uc0c1\ud560 \uc218 \uc788\ub294 \uac83\uc758 \uacbd\uacc4\ub97c \ub113\ud790 \uac83\uc785\ub2c8\ub2e4.<\/p>\n

          \uc0dd\uc131\ud615 AI\ub85c\uc758 \uc5ec\uc815\uc740 \ub2e8\uc21c\ud788 \uc0c8\ub85c\uc6b4 \ub3c4\uad6c\ub97c \ucc44\ud0dd\ud558\ub294 \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc774\ub294 \ube44\uc988\ub2c8\uc2a4 \uc6b4\uc601\uc744 \uadfc\ubcf8\uc801\uc73c\ub85c \uc7ac\uad6c\uc0c1\ud558\uace0, \ud601\uc2e0\uc744 \uc721\uc131\ud558\uba70, \ubcf5\uc6d0\ub825 \uc788\uace0 \uc9c0\ub2a5\uc801\uc778 \uae30\uc5c5\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 MLOps\uc640 AI \uc778\ud504\ub77c \ucd5c\uc801\ud654\uc758 \uc804\ub7b5\uc801 \uc219\ub2ec\uc740 \uc774\ub7ec\ud55c \ud601\uc2e0\uc801\uc778 \uc7a0\uc7ac\ub825\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\ub294 \uc5f4\uc1e0\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n\n\n\n\n\n\n
          \uc8fc\uc694 \uace0\ub824 \uc0ac\ud56d: \uc0dd\uc131\ud615 AI MLOps \ubc0f \uc778\ud504\ub77c<\/caption>\n
          \uce21\uba74<\/th>\nMLOps \ucd08\uc810<\/th>\n\uc778\ud504\ub77c \ucd08\uc810<\/th>\n\ube44\uc988\ub2c8\uc2a4 \uc601\ud5a5<\/th>\n<\/tr>\n<\/thead>\n
          \ud655\uc7a5\uc131<\/strong><\/td>\n\uc790\ub3d9\ud654\ub41c \ubc30\ud3ec, \ub85c\ub4dc \ubc38\ub7f0\uc2f1, \ud6a8\uc728\uc801\uc778 \ub9ac\uc18c\uc2a4 \ud65c\uc6a9.<\/td>\n\ud0c4\ub825\uc801\uc778 \ucef4\ud4e8\ud305(GPU\/TPU), \uace0\ucc98\ub9ac\ub7c9 \uc2a4\ud1a0\ub9ac\uc9c0, \uac15\ub825\ud55c \ub124\ud2b8\uc6cc\ud0b9.<\/td>\n\ubcc0\ub3d9\ud558\ub294 \uc0ac\uc6a9\uc790 \uc218\uc694 \ucc98\ub9ac \ub2a5\ub825, \ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5 \uc9c0\uc6d0.<\/td>\n<\/tr>\n
          \uc2e0\ub8b0\uc131<\/strong><\/td>\n\uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1, \uc790\ub3d9 \ub864\ubc31, \ub0b4\uacb0\ud568\uc131.<\/td>\n\uc911\ubcf5\uc131, \uc7ac\ud574 \ubcf5\uad6c, \uace0\uac00\uc6a9\uc131 \uad6c\uc131.<\/td>\n\uc911\ub2e8 \uc5c6\ub294 \uc11c\ube44\uc2a4, AI \uae30\ubc18 \ud504\ub85c\uc138\uc2a4\uc5d0 \ub300\ud55c \uc2e0\ub8b0.<\/td>\n<\/tr>\n
          \ube44\uc6a9 \ud6a8\uc728\uc131<\/strong><\/td>\n\ub9ac\uc18c\uc2a4 \ucd5c\uc801\ud654, \ud6a8\uc728\uc801\uc778 \ubaa8\ub378 \uc11c\ube59, FinOps \ud1b5\ud569.<\/td>\n\uc778\uc2a4\ud134\uc2a4 \ud06c\uae30 \uc870\uc815, \uc2a4\ud31f \uc778\uc2a4\ud134\uc2a4 \ud65c\uc6a9, \uc608\uc57d \uc778\uc2a4\ud134\uc2a4.<\/td>\nROI \uadf9\ub300\ud654, \uc9c0\uc18d \uac00\ub2a5\ud55c AI \ud22c\uc790.<\/td>\n<\/tr>\n
          \ubcf4\uc548 \ubc0f \uac70\ubc84\ub10c\uc2a4<\/strong><\/td>\n\uc561\uc138\uc2a4 \uc81c\uc5b4, \ub370\uc774\ud130 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638, \ubaa8\ub378 \uc124\uba85 \uac00\ub2a5\uc131, \uaddc\uc815 \uc900\uc218.<\/td>\n\ubcf4\uc548 \ub124\ud2b8\uc6cc\ud06c \uad6c\uc131, \ub370\uc774\ud130 \uc554\ud638\ud654, \uc561\uc138\uc2a4 \uc815\ucc45.<\/td>\n\uc704\ud5d8 \uc644\ud654, \uaddc\uc81c \uc900\uc218, \ube0c\ub79c\ub4dc \ud3c9\ud310.<\/td>\n<\/tr>\n
          \uc131\ub2a5<\/strong><\/td>\n\ubaa8\ub378 \ucd5c\uc801\ud654, \ud6a8\uc728\uc801\uc778 \ucd94\ub860, \uc800\uc9c0\uc5f0 \uc11c\ube59.<\/td>\n\uace0\uc131\ub2a5 \ud558\ub4dc\uc6e8\uc5b4, \ucd5c\uc801\ud654\ub41c \uc0c1\ud638 \uc5f0\uacb0, \uc5e3\uc9c0 \ucef4\ud4e8\ud305.<\/td>\n\ud5a5\uc0c1\ub41c \uc0ac\uc6a9\uc790 \uacbd\ud5d8, \ub354 \ube60\ub978 \uc758\uc0ac \uacb0\uc815.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
          \n
          \n \"\ubbf8\ub798\uc758\n <\/div>
          \n <\/span>
          \n \ubbf8\ub798\uc758 \ucef4\ud4e8\ud305 \uac00\ub2a5\uc131\uc744 \uc554\uc2dc\ud558\ub294 \uc591\uc790 \ucef4\ud4e8\ud305\uacfc AI \uac04\uc758 \uc2dc\ub108\uc9c0 \ud6a8\uacfc\ub97c \ubb18\uc0ac\ud55c \uac1c\ub150 \uc774\ubbf8\uc9c0.
          \n <\/span>
          \n <\/figcaption><\/figure>\n<\/article>\n","protected":false},"excerpt":{"rendered":"

          \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 MLOps\uc640 AI \uc778\ud504\ub77c \ucd5c\uc801\ud654 \uc804\ub7b5\uc73c\ub85c \uc0dd\uc131\ud615 AI \ube44\uc988\ub2c8\uc2a4 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9c8\uc2a4\ud130\ud558\uc138\uc694. \uacbd\uc7c1 \uc6b0\uc704, \ud6a8\uc728\uc131, \ud601\uc2e0\uc744 \uc8fc\ub3c4\ud558\uc2ed\uc2dc\uc624.<\/p>\n","protected":false},"author":1,"featured_media":310,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[183,180,179,178,174,186,185,182,36,184],"class_list":["post-326","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-1","tag-ai-","tag-devops","tag-hpc","tag-llm","tag-mlops","tag-186","tag-185","tag--ai","tag-36","tag-184"],"_links":{"self":[{"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/posts\/326","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/comments?post=326"}],"version-history":[{"count":0,"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/posts\/326\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/media\/310"}],"wp:attachment":[{"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/media?parent=326"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/categories?post=326"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.vespellar.com\/blog\/wp-json\/wp\/v2\/tags?post=326"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}