YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1) - \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\/38889\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc11c\ub860 \ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc774 \ube60\ub974\uac8c \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c, \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc2dc\uac01\uc801 \uc778\uc2dd \ub3c4\uad6c\uac00 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 YOLO(You Only Look Once) \uc54c\uace0\ub9ac\uc998\uc740 \ubb3c\uccb4 \uc778\uc2dd \ubc0f \ubd84\ub958\uc5d0 \ub300\ud574 \ub9e4\uc6b0 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO\uc640 AWS Lambda\uc640 \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \uc5f0\ub3d9\ud558\uc5ec \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO\ub780 \ubb34\uc5c7\uc778\uac00? 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{"id":38889,"date":"2024-11-02T01:39:49","date_gmt":"2024-11-02T01:39:49","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38889"},"modified":"2024-11-26T06:43:04","modified_gmt":"2024-11-26T06:43:04","slug":"yolo%ec%99%80-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%97%b0%eb%8f%99-%ec%84%9c%eb%b2%84%eb%a6%ac%ec%8a%a4-%ed%99%98%ea%b2%bd%ec%97%90%ec%84%9c-yolo-%ed%99%9c%ec%9a%a9-aw","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38889\/","title":{"rendered":"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1)"},"content":{"rendered":"

<\/p>\n

\uc11c\ub860<\/h2>\n
\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc774 \ube60\ub974\uac8c \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c, \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc2dc\uac01\uc801 \uc778\uc2dd \ub3c4\uad6c\uac00 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 YOLO(You Only Look Once) \uc54c\uace0\ub9ac\uc998\uc740 \ubb3c\uccb4 \uc778\uc2dd \ubc0f \ubd84\ub958\uc5d0 \ub300\ud574 \ub9e4\uc6b0 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO\uc640 AWS Lambda\uc640 \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \uc5f0\ub3d9\ud558\uc5ec \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. YOLO\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n
YOLO\ub294 \ubb3c\uccb4 \uc778\uc2dd\uc744 \uc704\ud55c \uc2ec\uce35 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. YOLO\ub294 \uc774\ubbf8\uc9c0\ub97c \uc5ec\ub7ec \uac1c\uc758 \uadf8\ub9ac\ub4dc\ub85c \ub098\ub204\uace0, \uac01 \uadf8\ub9ac\ub4dc\uc5d0\uc11c \ubb3c\uccb4\uc758 \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \ubd84\ub958 \ud655\ub960\uc744 \ub3d9\uc2dc\uc5d0 \uc608\uce21\ud569\ub2c8\ub2e4. \uc774\ub294 \uc77c\ubc18\uc801\uc778 \ub300\uc0c1 \ud0d0\uc9c0 \ubc29\ubc95\ubcf4\ub2e4 \ube60\ub974\uac8c \ubb3c\uccb4\ub97c \uc778\uc2dd\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ud55c \ubc88\uc758 \ub124\ud2b8\uc6cc\ud06c \uc2e4\ud589\uc73c\ub85c \ubb3c\uccb4\ub97c \ud0d0\uc9c0\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n

1.1 YOLO\uc758 \uc885\ub958<\/h3>\n

YOLO\ub294 \ubc84\uc804\ubcc4\ub85c \ubc1c\uc804\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc8fc\ub41c \ubc84\uc804\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

YOLOv1: \uccab \ubc88\uc9f8 \ubc84\uc804\uc73c\ub85c \ud53c\uc0ac\uacc4 \uc2ec\uce35 \ud559\uc2b5 \ubc29\ubc95\uc758 \uae30\ucd08\ub97c \ub2e4\uc9d0.<\/li>\n
YOLOv2: \ube44\uc728 \uc608\uce21, \ub2e4\uc591\ud55c \ud06c\uae30\uc758 \ubb3c\uccb4 \uc778\uc2dd\uc744 \uc704\ud574 \uac1c\uc120.<\/li>\n
YOLOv3: \ub2e4\uc911 \uc2a4\ucf00\uc77c \uc608\uce21\uc744 \ud3ec\ud568\ud558\uc5ec \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1.<\/li>\n

YOLOv5: \uacbd\ub7c9\ud654 \ubc0f \uc18d\ub3c4 \uac1c\uc120\uc744 \uc704\ud574 \ucd5c\uc801\ud654\ub41c \ucd5c\uc2e0 \ubc84\uc804.<\/li>\n<\/ul>\n

2. AWS Lambda\ub780?<\/h2>\n
AWS Lambda\ub294 \uc11c\ubc84\ub97c \uad00\ub9ac\ud560 \ud544\uc694 \uc5c6\uc774 \ucf54\ub4dc \uc2e4\ud589\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uc11c\ubc84\ub9ac\uc2a4 \ucef4\ud4e8\ud305 \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4. Lambda\ub97c \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790\ub294 \ucf54\ub4dc\ub9cc \uc791\uc131\ud558\uace0, AWS\uac00 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\ub97c \uc790\ub3d9\uc73c\ub85c \uad00\ub9ac\ud569\ub2c8\ub2e4. AWS Lambda\ub294 \uc774\ubca4\ud2b8 \uae30\ubc18 \uc544\ud0a4\ud14d\ucc98\ub97c \uc9c0\uc6d0\ud558\ubbc0\ub85c, \ub2e4\uc591\ud55c AWS \uc11c\ube44\uc2a4\uc640 \uc798 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uc27d\uace0 \ud3b8\ub9ac\ud558\uac8c YOLO \ubaa8\ub378\uc744 \ucc44\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2.1 AWS Lambda\uc758 \uc7a5\uc810<\/h3>\n

\ube44\uc6a9 \ud6a8\uc728\uc131: \uc0ac\uc6a9\ud55c \ub9cc\ud07c\ub9cc \ube44\uc6a9\uc774 \uccad\uad6c\ub428.<\/li>\n
\ud655\uc7a5\uc131: \uc790\ub3d9\uc73c\ub85c \uc218\ucc9c \uac1c\uc758 \uc778\uc2a4\ud134\uc2a4\uc5d0 \ud655\uc7a5 \uac00\ub2a5.<\/li>\n

\uc720\uc9c0 \uad00\ub9ac: \uc11c\ubc84 \uad00\ub9ac\uac00 \ud544\uc694 \uc5c6\uc5b4 \uac1c\ubc1c\uc790\uc5d0 \ub300\ud55c \ubd80\ub2f4 \uacbd\uac10.<\/li>\n<\/ul>\n

3. YOLO\uc640 AWS Lambda \uc5f0\ub3d9\ud558\uae30<\/h2>\n
\uc774\uc81c YOLO\ub97c AWS Lambda\uc5d0 \ubc30\ud3ec\ud558\uc5ec \ubb3c\uccb4 \uc778\uc2dd \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubd05\uc2dc\ub2e4. \uc5ec\uae30\uc11c\ub294 YOLOv5\ub97c \uc608\uc2dc\ub85c \uc0ac\uc6a9\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\uc740 AWS \uacc4\uc815\uc774 \ud544\uc694\ud558\uba70, AWS CLI, Docker, Flask \ub4f1\uc758 \ud658\uacbd\ub3c4 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n

3.1 \ud658\uacbd \uc124\uc815<\/h3>\n

\uba3c\uc800, AWS CLI\ub97c \uc124\uce58\ud558\uace0 \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n
IAM\uc5d0\uc11c Lambda\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \uc5ed\ud560\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
Docker\ub97c \uc124\uce58\ud558\uc5ec YOLO \ubaa8\ub378\uc744 \ube4c\ub4dc\ud569\ub2c8\ub2e4.<\/li>\n

Flask\ub97c \uc124\uce58\ud558\uc5ec API\ub97c \uac1c\ubc1c\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n

3.2 YOLO \ubaa8\ub378\uc744 Lambda\ub85c \ubc30\ud3ec\ud558\uae30<\/h3>\n
\uc544\ub798 \ub2e8\uacc4\ub97c \ud1b5\ud574 YOLO \ubaa8\ub378\uc744 AWS Lambda\ub85c \ubc30\ud3ec\ud569\ub2c8\ub2e4.<\/p>\n

1\ub2e8\uacc4: YOLOv5 \ud074\ub860<\/h4>\n

git clone https:\/\/github.com\/ultralytics\/yolov5.git\ncd yolov5\n<\/code><\/pre>\n2\ub2e8\uacc4: \ud544\uc694\ud55c \ud328\ud0a4\uc9c0 \uc124\uce58<\/h4>\npip install -r requirements.txt\n<\/code><\/pre>\n3\ub2e8\uacc4: Flask API \uc0dd\uc131<\/h4>\n\uac04\ub2e8\ud55c Flask API\ub97c \uc791\uc131\ud558\uc5ec YOLO \ubaa8\ub378\uc744 \ud638\ucd9c\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n
from flask import Flask, request, jsonify\nimport torch\n\napp = Flask(__name__)\n\n# Load YOLOv5 model\nmodel = torch.hub.load('ultralytics\/yolov5', 'yolov5s', pretrained=True)\n\n@app.route('\/detect', methods=['POST'])\ndef detect():\n    file = request.files['image']\n    img = file.read()\n    \n    # Inference\n    results = model(img)\n    \n    # Results\n    return jsonify(results.pandas().xyxy[0].to_dict(orient=\"records\"))\n\nif __name__ == '__main__':\n    app.run()\n<\/code><\/pre>\n4\ub2e8\uacc4: AWS Lambda\uc5d0\uc11c Docker \uc774\ubbf8\uc9c0 \uc0dd\uc131<\/h4>\nAWS Lambda\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 Docker \uc774\ubbf8\uc9c0\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n
docker build -t yolov5-lambda .\ndocker tag yolov5-lambda:latest .dkr.ecr..amazonaws.com\/yolov5-lambda:latest\n<\/region><\/your-aws-account-id><\/code><\/pre>\n5\ub2e8\uacc4: Docker \uc774\ubbf8\uc9c0 \ud478\uc2dc<\/h4>\naws ecr get-login-password --region  | docker login --username AWS --password-stdin .dkr.ecr..amazonaws.com\ndocker push .dkr.ecr..amazonaws.com\/yolov5-lambda:latest\n<\/region><\/your-aws-account-id><\/region><\/your-aws-account-id><\/region><\/code><\/pre>\n3.3 AWS Lambda\uc5d0\uc11c API Gateway \uc124\uc815\ud558\uae30<\/h3>\nAPI Gateway\ub97c \ud1b5\ud574 Lambda \ud568\uc218\uc5d0 HTTP \uc694\uccad\uc744 \uc804\ub2ec\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n
\nAWS Management Console\uc5d0\uc11c API Gateway\ub97c \uc120\ud0dd\ud558\uace0 \uc0c8\ub85c\uc6b4 API\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
\ub9ac\uc18c\uc2a4\ub97c \ucd94\uac00\ud558\uace0 \uba54\uc11c\ub4dc\ub85c Lambda \ud568\uc218\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n
\ud14c\uc2a4\ud2b8 \ud6c4, \ubc30\ud3ec\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n3.4 \ud14c\uc2a4\ud2b8<\/h3>\nPostman\uc774\ub098 curl\uc744 \uc0ac\uc6a9\ud558\uc5ec YOLO API\ub97c \ud14c\uc2a4\ud2b8\ud558\uc5ec \ubb3c\uccb4 \uc778\uc2dd \uae30\ub2a5\uc774 \uc81c\ub300\ub85c \uc791\ub3d9\ud558\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<\/p>\n
curl -X POST -F \"image=@path_to_image.jpg\" https:\/\/.execute-api..amazonaws.com\/prod\/detect\n<\/region><\/api-id><\/code><\/pre>\n4. \uacb0\ub860<\/h2>\n\ubcf8 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 YOLO \uc54c\uace0\ub9ac\uc998\uacfc AWS Lambda\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c \ubb3c\uccb4 \uc778\uc2dd\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. YOLO\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud560 \uc218 \uc788\uc73c\uba70, AWS Lambda\ub97c \uc774\uc6a9\ud574 \ud655\uc7a5\uc131\uacfc \uc720\uc9c0\ubcf4\uc218\uc758 \uc7a5\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub098\uc544\uac00 IoT \ub514\ubc14\uc774\uc2a4\uc640\uc758 \ud1b5\ud569\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud601\uc2e0\uc801\uc778 \uc778\uacf5\uc9c0\ub2a5 \uc194\ub8e8\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\uc758 \uc5f0\uacc4\uac00 \ub354\uc6b1 \ubc1c\uc804\ub418\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n
5. \ucc38\uace0\ubb38\ud5cc<\/h2>\n\nRedmon, J., & Farhadi, A. (2018). YOLOv3: An Incremental Improvement.<\/li>\n
AWS Documentation: AWS Lambda<\/a><\/li>\n
Ultralytics YOLOv5 GitHub Repository: https:\/\/github.com\/ultralytics\/yolov5<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\uc11c\ub860 \ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc774 \ube60\ub974\uac8c \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c, \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc2dc\uac01\uc801 \uc778\uc2dd \ub3c4\uad6c\uac00 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 YOLO(You Only Look Once) \uc54c\uace0\ub9ac\uc998\uc740 \ubb3c\uccb4 \uc778\uc2dd \ubc0f \ubd84\ub958\uc5d0 \ub300\ud574 \ub9e4\uc6b0 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO\uc640 AWS Lambda\uc640 \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \uc5f0\ub3d9\ud558\uc5ec \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO\ub780 \ubb34\uc5c7\uc778\uac00? YOLO\ub294 \ubb3c\uccb4 \uc778\uc2dd\uc744 … \ub354 \ubcf4\uae30 “YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1)”<\/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":[189],"tags":[],"class_list":["post-38889","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1) - \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\/38889\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc11c\ub860 \ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220\uc774 \ube60\ub974\uac8c \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c, \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc2dc\uac01\uc801 \uc778\uc2dd \ub3c4\uad6c\uac00 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 YOLO(You Only Look Once) \uc54c\uace0\ub9ac\uc998\uc740 \ubb3c\uccb4 \uc778\uc2dd \ubc0f \ubd84\ub958\uc5d0 \ub300\ud574 \ub9e4\uc6b0 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO\uc640 AWS Lambda\uc640 \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \uc5f0\ub3d9\ud558\uc5ec \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO\ub780 \ubb34\uc5c7\uc778\uac00? YOLO\ub294 \ubb3c\uccb4 \uc778\uc2dd\uc744 … \ub354 \ubcf4\uae30 "YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1)"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38889\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:43:04+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\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/38889\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38889\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1)\",\"datePublished\":\"2024-11-02T01:39:49+00:00\",\"dateModified\":\"2024-11-26T06:43:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38889\/\"},\"wordCount\":123,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38889\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38889\/\",\"name\":\"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c YOLO \ud65c\uc6a9 (AWS Lambda \ub4f1) - 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3.2 YOLO \ubaa8\ub378\uc744 Lambda\ub85c \ubc30\ud3ec\ud558\uae30<\/h3>\n\uc544\ub798 \ub2e8\uacc4\ub97c \ud1b5\ud574 YOLO \ubaa8\ub378\uc744 AWS Lambda\ub85c \ubc30\ud3ec\ud569\ub2c8\ub2e4.<\/p>\n

3.2 YOLO \ubaa8\ub378\uc744 Lambda\ub85c \ubc30\ud3ec\ud558\uae30<\/h3>\n
\uc544\ub798 \ub2e8\uacc4\ub97c \ud1b5\ud574 YOLO \ubaa8\ub378\uc744 AWS Lambda\ub85c \ubc30\ud3ec\ud569\ub2c8\ub2e4.<\/p>\n