{"id":12230,"date":"2024-12-26T11:14:25","date_gmt":"2024-12-26T03:14:25","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=12230"},"modified":"2026-03-10T16:40:56","modified_gmt":"2026-03-10T08:40:56","slug":"ai-model-training-gpu-resource","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ko\/ai-model-training-gpu-resource","title":{"rendered":"AI \uac1c\ubc1c ML \ubaa8\ub378 \ud6c8\ub828\uc5d0\ub294 \uc5bc\ub9c8\ub098 \ub9ce\uc740 GPU \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud55c\uac00?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>1. AI \uac1c\ubc1c\uacfc \ubaa8\ub378 \ud6c8\ub828\uc5d0\ub294 \uc5bc\ub9c8\ub098 \ub9ce\uc740 GPU \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud560\uae4c\uc694? AI-Stack\uc774 \ud6a8\uc728\uc801\uc778 \uad00\ub9ac\ub97c \ub3c4\uc640\ub4dc\ub9bd\ub2c8\ub2e4!<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML) \ubaa8\ub378 \ud6c8\ub828\uc740 \ubaa8\ub378\uc758 \ubcf5\uc7a1\ub3c4, \ub370\uc774\ud130\uc14b \uaddc\ubaa8 \ubc0f \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0 \ub530\ub77c GPU \uc790\uc6d0 \uc694\uad6c\ub7c9\uc774 \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uacbd\ub7c9 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubaa8\ub378\uc758 \ub2e8\uc77c GPU\ubd80\ud130 GPT-3 \uc218\uc900\uc758 \ub300\uaddc\ubaa8 \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ud544\uc694\ud55c \uc218\ubc31\uc5d0\uc11c \uc218\ucc9c \uac1c\uc758 GPU\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uc790\uc6d0 \ubc30\ubd84\uc758 \uc720\uc5f0\uc131\uacfc \ud6a8\uc728\uc131\uc740 AI \uc5f0\uad6c\uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI-Stack<\/strong>\uc740 \uc778\ud53c\ub2c8\ud2f1\uc2a4\uc758 \ud575\uc2ec \uc81c\ud488\uc73c\ub85c, AI \uac1c\ubc1c \ud300 \ubc0f GPU \uc778\ud504\ub77c \uad00\ub9ac \uc6b4\uc601\uc744 \uc704\ud55c \uc6d0\uc2a4\ud1b1 \ud50c\ub7ab\ud3fc \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4. AI-Stack\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 GPU \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\ub97c \uc190\uc27d\uac8c \uc870\uc815\ud558\uace0 ML \ubc0f AI \uac1c\ubc1c \uad00\ub9ac \uc6b4\uc601\uc744 \uc9c0\uc6d0\ud558\uc5ec \uc11c\ubc84 \ud22c\uc790 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AI-Stack\uc740 AI(ML) \uac1c\ubc1c \uc0ac\uc774\ud074\uc5d0 \ub3c4\uc785\ub418\uc5b4 \uc804\uccb4 GPU \ub9ac\uc18c\uc2a4\ub97c \ubcf4\ub2e4 \uc720\uc5f0\ud558\uac8c \uc870\uc815\ud560 \uc218 \uc788\uc73c\uba70, \uc8fc\uc694 \uae30\ub2a5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPU \ucef4\ud4e8\ud305 \uc790\uc6d0 \ubc30\ubd84:<\/strong> 3\uc138\ub300 GPU \ubd84\ud560 \uae30\uc220 \ubc0f GPU \ub2e4\uc911 \ud328\ub110 \ud1b5\ud569 \uae30\uc220\uc744 \ud1b5\ud574 \uc218\uc694\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c GPU \uc790\uc6d0\uc744 \uc81c\uacf5\ud558\uba70, \ub2e8\uc77c GPU \ud504\ub85c\ud1a0\ud0c0\uc785 \uc2e4\ud5d8\ubd80\ud130 \ucd08\ub300\ud615 \ubd84\uc0b0 \ud6c8\ub828\uae4c\uc9c0 \uc190\uc27d\uac8c \ub300\uc751\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc790\uc6d0 \ucd5c\uc801\ud654 \ubc0f \uc720\uc5f0\uc131:<\/strong> \ub2e4\uc591\ud55c \ube0c\ub79c\ub4dc\uc758 \ub2e4\uc218 GPU \ubaa8\ub378\uacfc\uc758 \ub192\uc740 \ud638\ud658\uc131, \ud63c\ud569 \ud6c8\ub828 \uc9c0\uc6d0, HPC \ud06c\ub85c\uc2a4 \ub178\ub4dc \ucef4\ud4e8\ud305 \ub2a5\ub825, \uc624\ud508\uc18c\uc2a4 \ub525\ub7ec\ub2dd \ub3c4\uad6c \ud1b5\ud569\uc744 \ud1b5\ud574 \ubaa8\ub378 \ud6c8\ub828 \uc2dc\uac04\uc744 \ub2e8\ucd95\ud558\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uace0\ud6a8\uc728 \uad00\ub9ac:<\/strong> \uc9c1\uad00\uc801\uc778 \uc2e0\uaddc UI \uc778\ud130\ud398\uc774\uc2a4, \uc6d0\ud074\ub9ad \ud658\uacbd \ubc30\ud3ec \uae30\ub2a5\uc73c\ub85c \uc790\ub3d9\ud654\ub41c \uc0ac\uc804 \uc124\uc815 \ud658\uacbd \ubc30\ud3ec \ubc0f \ubaa8\ub378 \ud6c8\ub828 \uc791\uc5c5 \uc694\uad6c \uc0ac\ud56d\uc744 \ud1b5\ud569\ud569\ub2c8\ub2e4. \uc6d0\uc2a4\ud1b1 \ub300\uc2dc\ubcf4\ub4dc \ubc30\ud3ec \ubc0f \ubaa8\ub2c8\ud130\ub9c1\uc73c\ub85c \uac1c\ubc1c\ubd80\ud130 \uc801\uc6a9\uae4c\uc9c0\uc758 \uc6d0\ud65c\ud55c \uc5f0\uacb0\uc744 \uc2e4\ud604\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uba40\ud2f0 \ud074\ub77c\uc6b0\ub4dc \uc9c0\uc6d0 \ubc0f \ube44\uc6a9 \uc808\uac10:<\/strong> \uc628\ud504\ub808\ubbf8\uc2a4 \uc11c\ubc84, \ud504\ub77c\uc774\ube57 \ud074\ub77c\uc6b0\ub4dc, \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc\uc758 \ud558\uc774\ube0c\ub9ac\ub4dc \ubc30\ud3ec\ub97c \uc9c0\uc6d0\ud558\uc5ec \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc5d0 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2a4\ud0c0\ud2b8\uc5c5\uc774\ub4e0 \ub300\uae30\uc5c5\uc774\ub4e0, AI-Stack\uc740 \ud6a8\uc728\uc801\uc774\uace0 \uc548\uc815\uc801\uc778 GPU \ud6c8\ub828 \ud658\uacbd\uc744 \uad6c\ucd95\ud558\uc5ec \ubaa8\ub378 \uac1c\ubc1c \ud6a8\uc728\uc744 \ub192\uc774\uace0 AI \ud601\uc2e0\uc744 \uc8fc\ub3c4\ud569\ub2c8\ub2e4!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\uc778\ud53c\ub2c8\ud2f1\uc2a4 AI-Stack\uc740 \uace0\uac1d\uacfc \ud568\uaed8 AI \uac00\uce58\ub97c \ucc3d\ucd9c\ud569\ub2c8\ub2e4!<\/em><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"473\" data-attachment-id=\"12259\" data-permalink=\"https:\/\/ai-stack.ai\/ko\/ai-model-training-gpu-resource\/%e5%bd%b1%e5%83%8f\" data-orig-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2024\/12\/%E5%BD%B1%E5%83%8F-e8404282.png?fit=1651%2C763&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-orig-size=\"1651,763\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"\u5f71\u50cf\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2024\/12\/%E5%BD%B1%E5%83%8F-e8404282.png?fit=300%2C139&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2024\/12\/%E5%BD%B1%E5%83%8F-e8404282.png?fit=1024%2C473&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2024\/12\/%E5%BD%B1%E5%83%8F-e8404282-1024x473.png?resize=1024%2C473&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-12259\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc591\ud55c \uc5f0\uad6c \ubc0f \uc2e4\ud5d8\uc744 \uc704\ud574 \ubcc4\ub3c4\uc758 \ud504\ub85c\uc81d\ud2b8\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud6c8\ub828 \ub370\uc774\ud130 \ub77c\ubca8\ub9c1 \uc11c\ube44\uc2a4\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AI \ud6c8\ub828 \uac1c\ubc1c\uc744 \uc704\ud574 \ub2e4\uc591\ud55c \uc5d4\uc9c4\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uc5ec \ubc30\ud3ec\ud558\uace0 \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2. \ub2e4\uc74c\uc740 \uad6c\uccb4\uc801\uc778 AI \uac1c\ubc1c \uc720\ud615\uacfc \ub370\uc774\ud130 \uaddc\ubaa8 \uc608\uc2dc, \uadf8\ub9ac\uace0 \ubaa8\ub378 \uc791\uc5c5\uc774 GPU \uc790\uc6d0\uc5d0 \uc694\uad6c\ud558\ub294 \uc0ac\ud56d\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc790\uc6d0 \uc218\uc694 \uc694\uc57d\ud45c:<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\ubaa8\ub378<\/strong><\/td><td><strong>\ub370\uc774\ud130\uc14b \uaddc\ubaa8<\/strong><\/td><td><strong>\ubaa8\ub378 \ub9e4\uac1c\ubcc0\uc218 \uc218<\/strong><\/td><td><strong>\uad8c\uc7a5 GPU<\/strong><\/td><td><strong>\ud6c8\ub828 \uc2dc\uac04<\/strong><\/td><td><strong>\ub2e8\uacc4<\/strong><\/td><\/tr><tr><td><strong>ResNet-50<\/strong><\/td><td>150GB<\/td><td>25M<\/td><td>1-4 \uc7a5 RTX 3090 \/ A100<\/td><td>1 \uc77c \u2013 1 \uc8fc<\/td><td>Fine-tune<\/td><\/tr><tr><td><strong>GPT-2 Small<\/strong><\/td><td>1GB<\/td><td>117M<\/td><td>1-4 \uc7a5 RTX 3090 \/ A100<\/td><td>1 \uc77c \u2013 5 \ub0a0<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>GPT-3<\/strong><\/td><td>45TB<\/td><td>175B<\/td><td>1024 \uc7a5 A100<\/td><td>\uc218\uc8fc \u2013 \uc218\uac1c\uc6d4<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>CLIP<\/strong><\/td><td>\uc218\uc2ed TB<\/td><td>100M<\/td><td>64-128 \uc7a5 A100<\/td><td>1-2\uac1c\uc6d4<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>\uc2dc\uac04\uc5f4 Transformer<\/strong><\/td><td>1GB<\/td><td>10M-50M<\/td><td>\ub2e8\uc77c RTX 3060 \ub610\ub294 \uadf8 \uc774\uc0c1<\/td><td>\uc218\uc2dc\uac04<\/td><td>Fine-tune<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub2e4\uc591\ud55c \ub9e4\uac1c\ubcc0\uc218 \uc870\uac74\uc5d0\uc11c\uc758 \ucef4\ud4e8\ud305 \ud30c\uc6cc \uc694\uad6c\ub7c9:<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\ubaa8\ub378 \ub9e4\uac1c\ubcc0\uc218 \uc218(\uc5b5)<\/strong><\/td><td><strong>\ub370\uc774\ud130\ub7c9<\/strong><\/td><td><strong>\ubcd1\ub82c \uce74\ub4dc \uc218(\uc608: A100)<\/strong><\/td><td><strong>\uc2dc\uac04(\uc77c)<\/strong><\/td><td><strong>\uc5f0\uc0b0 \uc131\ub2a5(P\/\uc77c)<\/strong><\/td><\/tr><tr><td>10<\/td><td>300 billion token<\/td><td>12<\/td><td>40<\/td><td>312Tx12=3.7P<\/td><\/tr><tr><td>100<\/td><td>300 billion token<\/td><td>128<\/td><td>40<\/td><td>312T x 128=40P<\/td><\/tr><tr><td>1000<\/td><td>1 trillion token<\/td><td>2048<\/td><td>60<\/td><td>312Tx2048=638P<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ucc38\uace0 \ucd9c\ucc98:<a href=\"https:\/\/blog.csdn.net\/sinat_36458870\" target=\"_blank\" rel=\"noopener\">BRUCE_WUANG<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3. \uc758\ub8cc \uc601\uc0c1 \ud310\ub3c5 \ubc0f \uc778\uc2dd \ubaa8\ub378\uc740 \ub525\ub7ec\ub2dd\uc758 \uc751\uc6a9 \uc0ac\ub840\uc774\ub2e4.<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc758\ub8cc \uc601\uc0c1 \ud310\ub3c5 \uc778\uc2dd \ubaa8\ub378\uc740 \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c \uc911 \ud558\ub098\ub85c, \uc8fc\ub85c \uc9c8\ubcd1 \uc9c4\ub2e8, \ubcd1\ubcc0 \uc790\ub3d9 \ubd84\ud560, \uc7a5\uae30 \uac80\ucd9c \ub4f1\uc758 \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc77c\ubc18\uc801\uc778 \ubaa8\ub378 \uc608\uc2dc\uc640 \ud574\ub2f9 GPU \uc790\uc6d0 \uc694\uad6c \uc0ac\ud56d \ubd84\uc11d\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc758\ub8cc \uc601\uc0c1 \uc751\uc6a9\uc758 \uc790\uc6d0 \uc694\uad6c \uc0ac\ud56d (fintune \ub2e8\uacc4 \ub370\uc774\ud130 \uae30\uc900)<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\uc791\uc5c5 \uc720\ud615<\/strong><\/td><td><strong>\ubaa8\ub378 \uc720\ud615<\/strong><\/td><td><strong>\ub370\uc774\ud130\uc14b \uaddc\ubaa8<\/strong><\/td><td><strong>\ud6c8\ub828 \uc2dc\uac04<\/strong><\/td><\/tr><tr><td>\uc9c8\ubcd1 \ubd84\ub958<\/td><td>ResNet\/DenseNet<\/td><td>10,000-100,000 \uc7a5 \uc601\uc0c1<\/td><td>10-20 \uc2dc\uac04<\/td><\/tr><tr><td>\uc885\uc591 \ubd84\ud560<\/td><td>U-Net\/Attention U-Net<\/td><td>50GB-200GB<\/td><td>1-2 \uc77c<\/td><\/tr><tr><td>\uc7a5\uae30 \uac80\ucd9c<\/td><td>3D CNN (V-Net)<\/td><td>300GB<\/td><td>1-2\uc8fc<\/td><\/tr><tr><td>\ubcd1\ub9ac \uc601\uc0c1 \ubd84\uc11d<\/td><td>ViT\/EfficientNet<\/td><td>\uc218\ubc31 MB-\uc218 GB<\/td><td>2-3 \uc77c<\/td><\/tr><tr><td>\ub3d9\uc801 \uc601\uc0c1 \ubd84\uc11d<\/td><td>RNN-CNN\/3D CNN<\/td><td>10GB<\/td><td>1-2 \uc77c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0c1\uae30\uc5d0\uc11c \uc81c\uacf5\ub41c \ubaa8\ub378 \uc720\ud615 \ubc0f \ub370\uc774\ud130 \uaddc\ubaa8 \uc608\uc2dc\uc758 GPU \uc790\uc6d0 \uc694\uad6c \uc0ac\ud56d \uc694\uc57d\ud45c\ub294 \uc8fc\ub85c \ub2e4\uc74c \ub370\uc774\ud130 \ucd9c\ucc98\uc640 \ucc38\uace0 \uc790\ub8cc\ub97c \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc591\ud55c \uc758\ub8cc \uc601\uc0c1 \ubd84\uc11d \uc5f0\uad6c \ub17c\ubb38\uacfc GPU \ud558\ub4dc\uc6e8\uc5b4 \uc131\ub2a5 \uc2e4\ud5d8 \uc138\ubd80 \uc0ac\ud56d \ubc0f \uacf5\uac1c \ud1a0\ub860\uc744 \uacb0\ud569\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uacf5\uac1c\ub41c \ubca4\uce58\ub9c8\ud06c \ubc0f \ubaa8\ub378 \uaddc\ubaa8 \uc815\ubcf4:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ResNet\/DenseNet: ImageNet \ud6c8\ub828\uc758 \uc77c\ubc18\uc801\uc778 \ubca4\uce58\ub9c8\ud06c\ub85c, \uacf5\uc2dd \uc2e4\ud5d8 \uae30\ub85d \ubc0f \ud559\uc220 \uc5f0\uad6c\ub97c \ucc38\uc870\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">He, K., Zhang, X., Ren, S., &amp; Sun, J. (2016). Deep Residual Learning for Image Recognition. CVPR.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>U-Net: \uc758\ub8cc \uc601\uc0c1 \ubd84\ud560 \ubd84\uc57c\uc758 \ub300\ud45c\uc801 \uc5f0\uad6c\ub85c, \ub1cc\uc885\uc591 \ubd84\ud560 BraTS \ucc4c\ub9b0\uc9c0 \ud3ec\ud568.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ronneberger, O., Fischer, P., &amp; Brox, T. (2015). U-Net: Convolutional Networks for Biomedical Image Segmentation. MICCAI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3D CNN: \ub2e4\uae30\uad00 \ubd84\ud560 \uc791\uc5c5, \uacf5\uac1c\ub41c CT \ub370\uc774\ud130\uc14b(\uc608: KiTS19 \ubc0f LiTS) \uae30\ubc18.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Milletari, F., Navab, N., &amp; Ahmadi, S. A. (2016). V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation. 3DV.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Vision Transformer (ViT): \uc601\uc0c1 \ucc98\ub9ac \uc791\uc5c5, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\uc758 \uc2e4\ud5d8 \uc124\uc815\uc744 \ucc38\uc870.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dosovitskiy, A., Beyer, L., Kolesnikov, A., et al. (2021). An Image is Worth 16\u00d716 Words: Transformers for Image Recognition at Scale. ICLR.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud604\ub300 \ud558\ub4dc\uc6e8\uc5b4 \uc131\ub2a5 \ubb38\uc11c \ubc0f \ubca4\uce58\ub9c8\ud06c:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA \uc81c\uacf5 GPU \ud6c8\ub828 \uc131\ub2a5 \ud14c\uc2a4\ud2b8 \uacb0\uacfc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA \uac1c\ubc1c\uc790 \ubb38\uc11c:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c(PyTorch, TensorFlow \ub4f1)\uc758 \ubd84\uc0b0 \ud6c8\ub828 \uc131\ub2a5 \uac00\uc774\ub4dc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc758\ub8cc \uc601\uc0c1 \uc751\uc6a9 \uc0b0\uc5c5 \ubcf4\uace0\uc11c:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc591\ud55c \uc758\ub8cc \uc601\uc0c1 \ubd84\uc11d \uc5f0\uad6c \ub17c\ubb38, GPU \ud558\ub4dc\uc6e8\uc5b4 \uc131\ub2a5 \uc2e4\ud5d8 \uc138\ubd80\uc0ac\ud56d \ubc0f \uacf5\uac1c \ud1a0\ub860 \uacb0\ud569.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud654\ub844 \uc790\uc81c \ubcd1\uc6d0\uc740 \uc678\uc9c4 <meta name=\"description\" content=\"\uc778\uacf5\uc9c0\ub2a5(AI) \ubc0f \uba38\uc2e0\ub7ec\ub2dd(ML) \ubaa8\ub378 \ud6c8\ub828 \uc2dc GPU \uc790\uc6d0 \uc218\uc694\ub294 \ubaa8\ub378\uc758 \ubcf5\uc7a1\ub3c4, \ub370\uc774\ud130\uc14b \uaddc\ubaa8 \ubc0f \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uacbd\ub7c9 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubaa8\ub378\uc758 \ub2e8\uc77c GPU\ubd80\ud130 GPT-3 \uc218\uc900\uc758 \ub300\uaddc\ubaa8 \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ud544\uc694\ud55c \uc218\ubc31\uc5d0\uc11c \uc218\ucc9c \uac1c\uc758 GPU\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uc790\uc6d0 \ubc30\ubd84\uc758 \uc720\uc5f0\uc131\uacfc \ud6a8\uc728\uc131\uc740 AI \uc5f0\uad6c \uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.\n<\/p>\n","protected":false},"author":253372388,"featured_media":12236,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96988384,96988274],"tags":[96988310,96988356,96988357,96988379],"class_list":["post-12230","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","category-solutions","tag-gpu-ko","tag-ai","tag-gpu--","tag-ml"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2024\/12\/AI_ML_DEV_0.png?fit=8001%2C4501&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-3bg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12230","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/users\/253372388"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/comments?post=12230"}],"version-history":[{"count":2,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12230\/revisions"}],"predecessor-version":[{"id":12263,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12230\/revisions\/12263"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media\/12236"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media?parent=12230"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/categories?post=12230"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/tags?post=12230"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}