{"id":38871,"date":"2024-11-02T01:39:42","date_gmt":"2024-11-02T01:39:42","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38871"},"modified":"2024-11-26T06:43:08","modified_gmt":"2024-11-26T06:43:08","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-yolo%eb%a5%bc-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c-%ed%99%98%ea%b2%bd-aws-gcp-azure%ec%97%90","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38871\/","title":{"rendered":"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd (AWS, GCP, Azure)\uc5d0\uc11c \uc2e4\ud589\ud558\uae30"},"content":{"rendered":"<p>\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uac1d\uccb4 \uc778\uc2dd \ubc0f \uac80\ucd9c \uae30\uc220\uc740 \ub9ce\uc740 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 YOLO(You Only Look Once) \uc54c\uace0\ub9ac\uc998\uc740 \uadf8 \ub192\uc740 \uc815\ud655\ub3c4\uc640 \ube60\ub978 \ucc98\ub9ac \uc18d\ub3c4\ub85c \uc778\ud574 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. YOLO\ub294 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \uac80\ucd9c\uc5d0 \ud2b9\ud654\ub41c \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \uadf8 \ud65c\uc6a9 \ubc94\uc704\ub97c \ub354\uc6b1 \ub113\ud790 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO\ub97c AWS, GCP, Azure\uc640 \uac19\uc740 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. YOLO \uc54c\uace0\ub9ac\uc998 \uac1c\uc694<\/h2>\n<p>YOLO\ub294 &#8216;You Only Look Once&#8217;\uc758 \uc57d\uc790\ub85c, \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \ud55c\ubc88\uc758 \ud328\uc2a4\uc5d0\uc11c \uac80\ucd9c\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uae30\uc874\uc758 \uc5ec\ub7ec \uac1d\uccb4 \uac80\ucd9c \uae30\ubc95\ub4e4\uacfc\ub294 \ub2ec\ub9ac YOLO\ub294 \ud074\ub798\uc2a4\uc640 \uacbd\uacc4 \uc0c1\uc790\ub97c \ub3d9\uc2dc\uc5d0 \uc608\uce21\ud558\uc5ec \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc2e4\uc2dc\uac04 \ucc98\ub9ac:<\/strong> YOLO\ub294 \ub2e8\uc77c \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\ubbc0\ub85c \ube60\ub978 \uc18d\ub3c4\ub97c \uc790\ub791\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub192\uc740 \uc815\ud655\ub3c4:<\/strong> \ub2e4\uc591\ud55c \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \uac80\ucd9c\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\ud55c \ubc84\uc804:<\/strong> YOLO\ub294 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc5ec\ub7ec \ubc84\uc804\uc774 \ubc1c\uc804\ub418\uc5b4 \uc654\uc73c\uba70, \uac01 \ubc84\uc804\ub9c8\ub2e4 \uc131\ub2a5\uacfc \uae30\ub2a5\uc774 \uac1c\uc120\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uacfc YOLO<\/h2>\n<p>\ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac\uc640 \uc800\uc7a5, \uac15\ub825\ud55c \ucef4\ud4e8\ud305 \ud30c\uc6cc\ub97c \uc81c\uacf5\ud558\uc5ec YOLO\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc2e4\ud589\ud558\uae30\uc5d0 \uc801\ud569\ud55c \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. AWS, GCP, Azure \ub4f1 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc740 \uc0ac\uc6a9\uc790\uac00 \uc6d0\ud558\ub294 \ub9ac\uc18c\uc2a4\ub97c \uc27d\uac8c \ubc30\ud3ec\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 \ub2e4\uc591\ud55c \uc11c\ube44\uc2a4\uc640 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1 AWS\uc5d0\uc11c YOLO \uc2e4\ud589\ud558\uae30<\/h3>\n<p>AWS(Amazon Web Services)\ub294 \uc138\uacc4\uc5d0\uc11c \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc \uc911 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc11c\ube44\uc2a4\uc640 \ub9ac\uc18c\uc2a4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. YOLO \ubaa8\ub378\uc744 AWS\uc5d0\uc11c \uc2e4\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ub530\ub77c\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h4>2.1.1 EC2 \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131<\/h4>\n<ol>\n<li>AWS \ucf58\uc194\uc5d0 \ub85c\uadf8\uc778\ud558\uace0 EC2 \ub300\uc2dc\ubcf4\ub4dc\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc778\uc2a4\ud134\uc2a4\ub97c \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc801\uc808\ud55c AMI(Amazon Machine Image)\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 Ubuntu\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc778\uc2a4\ud134\uc2a4 \uc720\ud615\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. GPU \uc778\uc2a4\ud134\uc2a4\uac00 \ud544\uc694\ud55c \uacbd\uc6b0 p2 \ub610\ub294 p3 \uc778\uc2a4\ud134\uc2a4\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubcf4\uc548 \uadf8\ub8f9\uc744 \uc124\uc815\ud558\uc5ec SSH\uc640 HTTP\/HTTPS \ud3ec\ud2b8\ub97c \uc5fd\ub2c8\ub2e4.<\/li>\n<li>\uc778\uc2a4\ud134\uc2a4\ub97c \uc2dc\uc791\ud558\uace0 IP \uc8fc\uc18c\ub97c \ud655\uc778\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h4>2.1.2 YOLO \uc124\uce58<\/h4>\n<p>\uc778\uc2a4\ud134\uc2a4\uc5d0 SSH\ub85c \uc811\uc18d\ud55c \ud6c4, YOLO\ub97c \uc124\uce58\ud558\uace0 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>bash\n# \ud544\uc218 \ud328\ud0a4\uc9c0 \uc124\uce58\nsudo apt update\nsudo apt install -y python3 python3-pip git\n\n# YOLO \ub808\ud3ec\uc9c0\ud1a0\ub9ac \ud074\ub860\ngit clone https:\/\/github.com\/AlexeyAB\/darknet.git\ncd darknet\n\n# Makefile \uc124\uc815 \uc218\uc815\n# GPU\uc640 OPENCV \uc0ac\uc6a9 \uc124\uc815\nnano Makefile\n# \uc544\ub798\uc640 \uac19\uc774 \uc124\uc815\n# GPU=1\n# OPENCV=1\n\n# YOLO \ube4c\ub4dc\nmake\n\n# Python \ud328\ud0a4\uc9c0 \uc124\uce58\npip3 install opencv-python\npip3 install numpy\n<\/code><\/pre>\n<h4>2.1.3 YOLO \ubaa8\ub378 \uc2e4\ud589 \uc608\uc81c<\/h4>\n<p>YOLO \ubaa8\ub378\uc744 \uc2e4\ud589\ud558\ub824\uba74 \uc900\ube44\ub41c \uac00\uc911\uce58 \ud30c\uc77c\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ud6c4, \uc774\ubbf8\uc9c0\ub97c \ud1b5\ud574 \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\ub294 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>bash\n# YOLO \uac00\uc911\uce58 \ub2e4\uc6b4\ub85c\ub4dc\nwget https:\/\/pjreddie.com\/media\/files\/yolov3.weights\n\n# YOLO\ub97c \uc774\uc6a9\ud55c \uac1d\uccb4 \uac80\ucd9c\npython3 detect.py --weights yolov3.weights --cfg cfg\/yolov3.cfg --names data\/coco.names --image your_image.jpg\n<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uba74, \uc9c0\uc815\ud55c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac80\ucd9c\ub41c \uac1d\uccb4\ub97c \ud45c\uc2dc\ud55c \uacb0\uacfc \uc774\ubbf8\uc9c0\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.2 GCP\uc5d0\uc11c YOLO \uc2e4\ud589\ud558\uae30<\/h3>\n<p>Google Cloud Platform(GCP)\uc740 \uad6c\uae00\uc758 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub85c, \ub370\uc774\ud130 \ucc98\ub9ac\uc640 \uba38\uc2e0\ub7ec\ub2dd \uae30\ub2a5\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. GCP\uc5d0\uc11c YOLO\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>2.2.1 VM \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131<\/h4>\n<ol>\n<li>GCP \ucf58\uc194\uc5d0 \ub85c\uadf8\uc778\ud558\uace0 Compute Engine\uc73c\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<li>VM \uc778\uc2a4\ud134\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc801\uc808\ud55c \uba38\uc2e0 \ud0c0\uc785\uc744 \uc120\ud0dd\ud558\uace0(\uc608: n1-standard-4) GPU\ub97c \ucd94\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubc29\ud654\ubcbd \uc124\uc815\uc5d0\uc11c HTTP\uc640 HTTPS \ud2b8\ub798\ud53d\uc744 \ud5c8\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h4>2.2.2 YOLO \uc124\uce58<\/h4>\n<p>VM \uc778\uc2a4\ud134\uc2a4\uc5d0 SSH\ub85c \uc811\uc18d \ud6c4 YOLO\ub97c \uc124\uce58\ud558\ub294 \uacfc\uc815\uc740 AWS\uc640 \uc720\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>bash\n# \ud544\uc218 \ud328\ud0a4\uc9c0 \uc124\uce58\nsudo apt update\nsudo apt install -y python3 python3-pip git\n\n# YOLO \ub808\ud3ec\uc9c0\ud1a0\ub9ac \ud074\ub860\ngit clone https:\/\/github.com\/AlexeyAB\/darknet.git\ncd darknet\n\n# Makefile \uc124\uc815 \uc218\uc815\n# GPU\uc640 OPENCV \uc0ac\uc6a9 \uc124\uc815\nnano Makefile\n# \uc544\ub798\uc640 \uac19\uc774 \uc124\uc815\n# GPU=1\n# OPENCV=1\n\n# YOLO \ube4c\ub4dc\nmake\n\n# Python \ud328\ud0a4\uc9c0 \uc124\uce58\npip3 install opencv-python\npip3 install numpy\n<\/code><\/pre>\n<h4>2.2.3 YOLO \ubaa8\ub378 \uc2e4\ud589 \uc608\uc81c<\/h4>\n<p>GCP\uc5d0\uc11c\ub3c4 YOLO \ubaa8\ub378\uc744 \ub3d9\uc77c\ud558\uac8c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. YOLO \uac00\uc911\uce58 \ud30c\uc77c\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud55c \ud6c4, \uac1d\uccb4 \uc778\uc2dd \ucf54\ub4dc\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>bash\n# YOLO \uac00\uc911\uce58 \ub2e4\uc6b4\ub85c\ub4dc\nwget https:\/\/pjreddie.com\/media\/files\/yolov3.weights\n\n# YOLO\ub97c \uc774\uc6a9\ud55c \uac1d\uccb4 \uac80\ucd9c\npython3 detect.py --weights yolov3.weights --cfg cfg\/yolov3.cfg --names data\/coco.names --image your_image.jpg\n<\/code><\/pre>\n<h3>2.3 Azure\uc5d0\uc11c YOLO \uc2e4\ud589\ud558\uae30<\/h3>\n<p>Microsoft Azure\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub85c, \ub2e4\uc591\ud55c \ub3c4\uad6c\uc640 \ub9ac\uc18c\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec YOLO\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Azure\uc5d0\uc11c YOLO\ub97c \uc2e4\ud589\ud558\ub294 \uacfc\uc815\uc740 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>2.3.1 \uac00\uc0c1 \uba38\uc2e0 \uc0dd\uc131<\/h4>\n<ol>\n<li>Azure \ud3ec\ud138\uc5d0 \ub85c\uadf8\uc778\ud558\uace0 \uac00\uc0c1 \uba38\uc2e0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc801\uc808\ud55c \uba38\uc2e0 \uc774\ubbf8\uc9c0\ub97c \uc120\ud0dd\ud558\uace0, \uc6d0\ud558\ub294 VM \uc0ac\uc774\uc988\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li>SSH \ud0a4\uc640 \uae30\ud0c0 \uc124\uc815\uc744 \uc9c0\uc815\ud55c \ud6c4 \uac00\uc0c1 \uba38\uc2e0\uc744 \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h4>2.3.2 YOLO \uc124\uce58<\/h4>\n<p>Azure VM\uc5d0 SSH\ub85c \uc811\uc18d\ud55c \ud6c4 YOLO \uc124\uce58 \ubc29\ubc95\ub3c4 AWS\uc640 GCP\uc5d0\uc11c\uc640 \uc720\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>bash\n# \ud544\uc218 \ud328\ud0a4\uc9c0 \uc124\uce58\nsudo apt update\nsudo apt install -y python3 python3-pip git\n\n# YOLO \ub808\ud3ec\uc9c0\ud1a0\ub9ac \ud074\ub860\ngit clone https:\/\/github.com\/AlexeyAB\/darknet.git\ncd darknet\n\n# Makefile \uc124\uc815 \uc218\uc815\n# GPU\uc640 OPENCV \uc0ac\uc6a9 \uc124\uc815\nnano Makefile\n# \uc544\ub798\uc640 \uac19\uc774 \uc124\uc815\n# GPU=1\n# OPENCV=1\n\n# YOLO \ube4c\ub4dc\nmake\n\n# Python \ud328\ud0a4\uc9c0 \uc124\uce58\npip3 install opencv-python\npip3 install numpy\n<\/code><\/pre>\n<h4>2.3.3 YOLO \ubaa8\ub378 \uc2e4\ud589 \uc608\uc81c<\/h4>\n<p>YOLO \uac00\uc911\uce58 \ud30c\uc77c\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud55c \ud6c4, \uac1d\uccb4 \uac80\ucd9c \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uc5ec \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>bash\n# YOLO \uac00\uc911\uce58 \ub2e4\uc6b4\ub85c\ub4dc\nwget https:\/\/pjreddie.com\/media\/files\/yolov3.weights\n\n# YOLO\ub97c \uc774\uc6a9\ud55c \uac1d\uccb4 \uac80\ucd9c\npython3 detect.py --weights yolov3.weights --cfg cfg\/yolov3.cfg --names data\/coco.names --image your_image.jpg\n<\/code><\/pre>\n<h2>3. YOLO\uc758 \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n<p>\ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c YOLO\ub97c \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n<ul>\n<li>\uc601\uc0c1 \uac10\uc9c0: CCTV \uc601\uc0c1\uc744 \ubd84\uc11d\ud558\uc5ec \ud2b9\uc815 \ud589\ub3d9\uc744 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc790\ub3d9\ucc28 \uc218\uc694 \uc608\uce21: \ub3c4\ub85c \uc704 \ucc28\ub7c9\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud558\uc5ec \uad50\ud1b5 \uc0c1\ud669\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc2a4\ub9c8\ud2b8 \ud329\ud1a0\ub9ac: \uacf5\uc7a5 \ub0b4\uc5d0\uc11c \uc0ac\ub78c \ubc0f \uacf5\uc815 \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud574 \uc0dd\uc0b0\uc131\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \uacb0\ub860<\/h2>\n<p>YOLO\ub294 \uadf8 \uc131\ub2a5\uacfc \uc18d\ub3c4 \ub355\ubd84\uc5d0 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4(AWS, GCP, Azure)\ub97c \ud1b5\ud574 YOLO \ubaa8\ub378\uc744 \uc190\uc27d\uac8c \uc2e4\ud589\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ucc98\ub9ac \ubc0f \ubd84\uc11d \ube44\uc6a9\uc744 \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub294 \uc0ac\uc6a9\uc790\uc758 \ud544\uc694\uc5d0 \ub530\ub77c \ub9ac\uc18c\uc2a4\ub97c \uc870\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ucef4\ud4e8\ud130 \ube44\uc804 \uae30\uc220\uc740 \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc774\uba70, YOLO\ub294 \uadf8 \uc911\uc2ec\uc5d0 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\ubc88 \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud574\ub4dc\ub838\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc5d0\uc11c YOLO\ub97c \uc131\uacf5\uc801\uc73c\ub85c \uc2e4\ud589\ud558\uc5ec \uc5ec\ub7ec\ubd84\uc758 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ud65c\uc6a9\ud574 \ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<footer>\n<p>\u00a9 2023 YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9 \ube14\ub85c\uadf8<\/p>\n<\/footer>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uac1d\uccb4 \uc778\uc2dd \ubc0f \uac80\ucd9c \uae30\uc220\uc740 \ub9ce\uc740 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 YOLO(You Only Look Once) \uc54c\uace0\ub9ac\uc998\uc740 \uadf8 \ub192\uc740 \uc815\ud655\ub3c4\uc640 \ube60\ub978 \ucc98\ub9ac \uc18d\ub3c4\ub85c \uc778\ud574 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. YOLO\ub294 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \uac80\ucd9c\uc5d0 \ud2b9\ud654\ub41c \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \uadf8 \ud65c\uc6a9 \ubc94\uc704\ub97c \ub354\uc6b1 \ub113\ud790 \uc218 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/38871\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd (AWS, GCP, Azure)\uc5d0\uc11c \uc2e4\ud589\ud558\uae30&#8221;<\/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-38871","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd (AWS, GCP, Azure)\uc5d0\uc11c \uc2e4\ud589\ud558\uae30 - \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\/38871\/\" \/>\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, YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd (AWS, GCP, Azure)\uc5d0\uc11c \uc2e4\ud589\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uac1d\uccb4 \uc778\uc2dd \ubc0f \uac80\ucd9c \uae30\uc220\uc740 \ub9ce\uc740 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\uc11c\ub3c4 YOLO(You Only Look Once) \uc54c\uace0\ub9ac\uc998\uc740 \uadf8 \ub192\uc740 \uc815\ud655\ub3c4\uc640 \ube60\ub978 \ucc98\ub9ac \uc18d\ub3c4\ub85c \uc778\ud574 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. YOLO\ub294 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \uac80\ucd9c\uc5d0 \ud2b9\ud654\ub41c \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \uadf8 \ud65c\uc6a9 \ubc94\uc704\ub97c \ub354\uc6b1 \ub113\ud790 \uc218 &hellip; \ub354 \ubcf4\uae30 &quot;YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd (AWS, GCP, Azure)\uc5d0\uc11c \uc2e4\ud589\ud558\uae30&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38871\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:43:08+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=\"2\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/38871\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38871\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd (AWS, GCP, Azure)\uc5d0\uc11c \uc2e4\ud589\ud558\uae30\",\"datePublished\":\"2024-11-02T01:39:42+00:00\",\"dateModified\":\"2024-11-26T06:43:08+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38871\/\"},\"wordCount\":117,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38871\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38871\/\",\"name\":\"YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9, YOLO\ub97c \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd (AWS, GCP, Azure)\uc5d0\uc11c \uc2e4\ud589\ud558\uae30 - 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