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<\/p>\n

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\uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc774\ub780?<\/h2>\n

\uc11c\ubc84\ub9ac\uc2a4 \ucef4\ud4e8\ud305\uc740 \uac1c\ubc1c\uc790\uac00 \uc11c\ubc84\ub97c \uad00\ub9ac\ud558\uc9c0 \uc54a\uace0\ub3c4 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \ubaa8\ub378\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uc81c\uacf5\uc790\ub294 \uc11c\ubc84\uc758 \ubaa8\ub4e0 \uad00\ub9ac \uc791\uc5c5\uc744 \ucc98\ub9ac\ud558\uc5ec, \uac1c\ubc1c\uc790\ub294 \ube44\uc988\ub2c8\uc2a4 \ub85c\uc9c1\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\ube44\uc6a9 \ud6a8\uc728\uc131:<\/strong> \uc0ac\uc6a9\ud55c \ub9cc\ud07c\ub9cc \ube44\uc6a9\uc744 \uc9c0\ubd88\ud560 \uc218 \uc788\uc5b4 \ucd08\uae30 \ud22c\uc790\ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc2a4\ucf00\uc77c\ub9c1:<\/strong> \ud2b8\ub798\ud53d \uc99d\uac00\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ud655\uc7a5\ub418\uba70, \ubc18\ub300\ub85c \uac10\uc18c\ud560 \ub54c\ub294 \uc790\ub3d9\uc73c\ub85c \ucd95\uc18c\ub429\ub2c8\ub2e4.<\/li>\n

\uc720\uc9c0\ubcf4\uc218 \uc808\uac10:<\/strong> \uc11c\ubc84 \uad00\ub9ac, \ud328\uce58, \ubaa8\ub2c8\ud130\ub9c1 \ub4f1\uc758 \ubd80\ub2f4\uc774 \uc904\uc5b4\ub4e4\uc5b4 \uac1c\ubc1c\uc790\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
AI \ubaa8\ub378\uc744 \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c \uc6b4\uc601\ud558\uae30 \uc704\ud55c \uae30\ubcf8 \uc694\uc18c<\/h2>\n
\uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba87 \uac00\uc9c0 \uae30\ubcf8 \uc694\uc18c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4:<\/strong> AWS Lambda, Azure Functions, Google Cloud Functions \ub4f1 \uc0ac\uc6a9<\/li>\n
\ub370\uc774\ud130 \uc800\uc7a5\uc18c:<\/strong> S3, Azure Blob Storage, Google Cloud Storage\uc640 \uac19\uc740 \ud30c\uc77c \uc800\uc7a5\uc18c<\/li>\n
API Gateway:<\/strong> \ud074\ub77c\uc774\uc5b8\ud2b8\uc640 \uc11c\ubc84\ub9ac\uc2a4 \ud568\uc218 \uac04\uc758 \uc870\uc728\uc744 \ub2f4\ub2f9\ud558\ub294 \uac8c\uc774\ud2b8\uc6e8\uc774<\/li>\n
\ubaa8\ub378 \ubc30\ud3ec \ub3c4\uad6c:<\/strong> Docker, TensorFlow Serving, ONNX Runtime \ub4f1<\/li>\n<\/ul>\n
\uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378 \uc6b4\uc601\ud558\uae30<\/h2>\n
1. AI \ubaa8\ub378 \uac1c\ubc1c<\/h3>\n
\uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud574\uc57c \ud569\ub2c8\ub2e4. \uc8fc\ub85c Python\uacfc \uac19\uc740 \uc5b8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec TensorFlow, PyTorch, Scikit-learn \ub4f1\uc758 \ud504\ub808\uc784\uc6cc\ud06c\ub85c \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uae30\ubcf8\uc801\uc778 Python \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n
import numpy as np\nfrom sklearn.linear_model import LinearRegression\n\n# \uc608\uc81c \ub370\uc774\ud130 \uc0dd\uc131\nX = np.array([[1], [2], [3]])\ny = np.array([1, 2, 3])\n\n# \ubaa8\ub378 \uc0dd\uc131\nmodel = LinearRegression()\nmodel.fit(X, y)\n\n# \uc608\uce21\npredictions = model.predict(np.array([[4]]))\nprint(predictions)<\/code><\/pre>\n2. \ubaa8\ub378\uc744 Docker \ucee8\ud14c\uc774\ub108\ub85c \ud328\ud0a4\uc9d5\ud558\uae30<\/h3>\nAI \ubaa8\ub378\uc744 \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c \uc2e4\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \ubaa8\ub378\uc744 Docker \ucee8\ud14c\uc774\ub108\ub85c \ud328\ud0a4\uc9d5\ud569\ub2c8\ub2e4. Docker\ub97c \uc0ac\uc6a9\ud558\uba74 \uc774\ubbf8\uc9c0\ub97c \ub9cc\ub4e4\uace0, \uc774\ub97c \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Dockerfile\uc758 \uc608\uc785\ub2c8\ub2e4:<\/p>\n FROM python:3.8-slim\n\n# \uc791\uc5c5 \ub514\ub809\ud1a0\ub9ac \uc0dd\uc131\nWORKDIR \/app\n\n# \ud544\uc694 \ud328\ud0a4\uc9c0 \uc124\uce58\nCOPY requirements.txt .\/\nRUN pip install --no-cache-dir -r requirements.txt\n\n# \ubaa8\ub378 \ubc0f \ucf54\ub4dc \ubcf5\uc0ac\nCOPY . .\n\n# \uae30\ubcf8 \uc2e4\ud589 \uba85\ub839\uc5b4\nCMD [\"python\", \"app.py\"]<\/code><\/pre>\n3. \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc124\uc815<\/h3>\nAI \ubaa8\ub378\uc744 Docker \uc774\ubbf8\uc9c0\ub85c \ud328\ud0a4\uc9d5\ud55c \ud6c4, AWS, Azure \ub610\ub294 Google Cloud \ud50c\ub7ab\ud3fc\uc5d0 \ubc30\ud3ec\ud569\ub2c8\ub2e4. \uac01\uac01\uc758 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\uc5d0 \ub530\ub77c \uc124\uc815 \uacfc\uc815\uc740 \ub2e4\uc18c \uc0c1\uc774\ud558\uc9c0\ub9cc, \uae30\ubcf8\uc801\uc778 \ud750\ub984\uc740 \uc720\uc0ac\ud569\ub2c8\ub2e4:<\/p>\n \nAWS:<\/strong> Amazon ECR\uc5d0 \uc774\ubbf8\uc9c0\ub97c \uc800\uc7a5\ud558\uace0, AWS Lambda\uc640 API Gateway\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n Azure:<\/strong> Azure Container Instances \ub610\ub294 Azure Functions\uc5d0 \uc774\ubbf8\uc9c0\ub97c \ubc30\ud3ec\ud569\ub2c8\ub2e4.<\/li>\n Google Cloud:<\/strong> Google Cloud Run\uc5d0 \uc774\ubbf8\uc9c0\ub97c \uc5c5\ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n4. API \uc0dd\uc131 \ubc0f \ubc30\ud3ec<\/h3>\n\uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378\uc744 \ud638\ucd9c\ud558\uae30 \uc704\ud574 API\ub97c \uc0dd\uc131\ud574\uc57c \ud569\ub2c8\ub2e4. API Gateway\ub97c \uc124\uc815\ud558\uba74 \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0\uc11c API\ub97c \ud1b5\ud574 AI \ubaa8\ub378\uc744 \ud638\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. API Gateway\ub294 \uc694\uccad\uc744 \ucc98\ub9ac\ud558\uace0, Lambda \ud568\uc218\uc640 \uc5f0\uacb0\ud558\uc5ec \uacb0\uacfc\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/p>\n 5. \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ub85c\uae45<\/h3>\n\uc6b4\uc601 \uc911\uc778 \uc5d0\uc774\uc804\uc2dc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \uc131\ub2a5\uc744 \ubd84\uc11d\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub294 \ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ub85c\uae45 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n \nAWS CloudWatch:<\/strong> Lambda\uc758 \uba54\ud2b8\ub9ad\uc744 \uc218\uc9d1\ud558\uace0, \uc54c\ub9bc\uc744 \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n Azure Monitor:<\/strong> Azure \ub9ac\uc18c\uc2a4\uc758 \uc131\ub2a5\uc744 \ucd94\uc801\ud558\uace0, \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n Google Cloud Operations:<\/strong> Google Cloud\uc758 \ucef4\ud3ec\ub10c\ud2b8\uc640 API\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uacf5\uac1c\ub41c \ub370\uc774\ud130 \uc18c\uc2a4<\/h2>\nAI \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \ub370\uc774\ud130\ub294 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uacf5\uac1c\ub41c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \uc0ac\uc774\ud2b8\uc785\ub2c8\ub2e4:<\/p>\n \nKaggle Datasets<\/a>: \ub2e4\uc591\ud55c \ubd84\uc57c\uc758 \ub370\uc774\ud130\uc14b\uc744 \uc81c\uacf5. \uc0ac\uc6a9\uc790\ub4e4\uc774 \uc9c1\uc811 \uc5c5\ub85c\ub4dc\ud55c \ub370\uc774\ud130\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n UCI Machine Learning Repository<\/a>: \uba38\uc2e0\ub7ec\ub2dd \ubc0f AI \uc5f0\uad6c\ub97c \uc704\ud55c \ub370\uc774\ud130\uc14b \ub77c\uc774\ube0c\ub7ec\ub9ac.<\/li>\n Data.gov<\/a>: \ub2e4\uc591\ud55c \uc815\ubd80 \ub370\uc774\ud130 \ubc0f \ud1b5\uacc4 \uc815\ubcf4 \uc81c\uacf5.<\/li>\n Google Public Data Explorer<\/a>: \uc5ec\ub7ec \ucd9c\ucc98\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc14b\uc744 \uc81c\uacf5.<\/li>\n OpenML<\/a>: \ub370\uc774\ud130\uc14b\uacfc \uba38\uc2e0\ub7ec\ub2dd \uc2e4\ud5d8\uc744 \uacf5\uc720\ud558\ub294 \ud50c\ub7ab\ud3fc.<\/li>\n<\/ul>\n\uacb0\ub860<\/h2>\n\uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc740 AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\ub294 \ub370 \uc788\uc5b4 \ub9ce\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ube44\uc6a9 \ud6a8\uc728\uc131, \uad00\ub9ac \uc6a9\uc774\uc131, \ud655\uc7a5\uc131 \ub4f1\uc740 \uae30\uc5c5\uc774 AI \uae30\uc220\uc744 \ubcf4\ub2e4 \uc27d\uac8c \ucc44\ud0dd\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc11c\ubc84\ub9ac\uc2a4 \ucef4\ud4e8\ud305\uc744 \ud1b5\ud574 AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud568\uc73c\ub85c\uc368, \uac1c\ubc1c\uc790\ub294 \ube44\uc988\ub2c8\uc2a4 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\ub294 \ub370 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n AI \ubaa8\ub378\uc744 \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c \uc6b4\uc601\ud558\uace0 \uc2f6\ub2e4\uba74, \uc704\uc5d0\uc11c \uc124\uba85\ud55c \ub2e8\uacc4\ub97c \ucc38\uace0\ud558\uc5ec \uc2dc\uc791\ud574\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \ub610\ud55c, \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc2e4\ud5d8\uacfc \uc5f0\uad6c\ub97c \uc9c4\ud589\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc5d0 \ub300\ud574 \uad81\uae08\ud55c \uc810\uc774 \uc788\ub2e4\uba74 \uc5b8\uc81c\ub4e0\uc9c0 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc2ed\uc2dc\uc624.<\/p>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ubc1c\uc804\uc774 \uac00\uc18d\ud654\ub428\uc5d0 \ub530\ub77c, \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 AI \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\ub294 \uac83\uc740 \ubcf5\uc7a1\uc131\uacfc \ube44\uc6a9\uc774 \ub9ce\uc544 \uc27d\uac8c \uc811\uadfc\ud558\uae30 \uc5b4\ub824\uc6b4 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc11c\ubc84 \uae30\ubc18 \uc778\ud504\ub77c\ub97c \uad00\ub9ac\ud558\ub294 \uac83\uc740 \uc2dc\uac04\uacfc \uc790\uc6d0\uc774 \ub9ce\uc774 \uc18c\ubaa8\ub418\ub294 \uc77c\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc11c\ubc84\ub9ac\uc2a4(Serverless) \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4. \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc774\ub780? \uc11c\ubc84\ub9ac\uc2a4 \ucef4\ud4e8\ud305\uc740 \uac1c\ubc1c\uc790\uac00 \uc11c\ubc84\ub97c \uad00\ub9ac\ud558\uc9c0 … \ub354 \ubcf4\uae30 “\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378 \uc6b4\uc601\ud558\ub294 \ubc29\ubc95”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[205],"tags":[],"class_list":["post-40045","post","type-post","status-publish","format-standard","hentry","category-205"],"yoast_head":"\n\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378 \uc6b4\uc601\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/40045\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378 \uc6b4\uc601\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ubc1c\uc804\uc774 \uac00\uc18d\ud654\ub428\uc5d0 \ub530\ub77c, \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 AI \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\ub294 \uac83\uc740 \ubcf5\uc7a1\uc131\uacfc \ube44\uc6a9\uc774 \ub9ce\uc544 \uc27d\uac8c \uc811\uadfc\ud558\uae30 \uc5b4\ub824\uc6b4 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc11c\ubc84 \uae30\ubc18 \uc778\ud504\ub77c\ub97c \uad00\ub9ac\ud558\ub294 \uac83\uc740 \uc2dc\uac04\uacfc \uc790\uc6d0\uc774 \ub9ce\uc774 \uc18c\ubaa8\ub418\ub294 \uc77c\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc11c\ubc84\ub9ac\uc2a4(Serverless) \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4. \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc774\ub780? \uc11c\ubc84\ub9ac\uc2a4 \ucef4\ud4e8\ud305\uc740 \uac1c\ubc1c\uc790\uac00 \uc11c\ubc84\ub97c \uad00\ub9ac\ud558\uc9c0 … \ub354 \ubcf4\uae30 "\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c AI \ubaa8\ub378 \uc6b4\uc601\ud558\ub294 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/40045\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T10:20:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:40:15+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" 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