{"id":8788,"date":"2024-12-26T11:14:25","date_gmt":"2024-12-26T03:14:25","guid":{"rendered":"https:\/\/ai-stack.ai\/ai-model-training-gpu-resource"},"modified":"2025-01-07T15:27:50","modified_gmt":"2025-01-07T07:27:50","slug":"ai-model-training-gpu-resource","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/ai-model-training-gpu-resource","title":{"rendered":"AI\u958b\u767a\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u3069\u308c\u3060\u3051\u306eGPU\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong><strong>1.&nbsp; AI\u958b\u767a\u3068\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3069\u308c\u3060\u3051\u306eGPU\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\uff1fAI-Stack\u3067\u52b9\u7387\u7684\u306a\u7ba1\u7406\u3092\u5b9f\u73fe\u3057\u307e\u3059\uff01<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3084\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306e\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306aGPU\u30ea\u30bd\u30fc\u30b9\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u898f\u6a21\u3001\u30c7\u30fc\u30bf\u306e\u51fa\u6240\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u8efd\u91cf\u306a\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f1\u679a\u306eGPU\u3067\u5341\u5206\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001GPT-3\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u6570\u767e\u679a\u304b\u3089\u6570\u5343\u679a\u306eGPU\u304c\u5fc5\u8981\u3068\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002GPU\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3092\u3069\u306e\u3088\u3046\u306b\u67d4\u8edf\u304b\u3064\u52b9\u7387\u7684\u306b\u884c\u3046\u304b\u306f\u3001AI\u7814\u7a76\u958b\u767a\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u8ab2\u984c\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI-Stack<\/strong> \u306f\u3001INFINITIX\u306e\u4e3b\u529b\u88fd\u54c1\u3067\u3042\u308a\u3001AI\u958b\u767a\u30c1\u30fc\u30e0\u304a\u3088\u3073GPU\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u904b\u7528\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306e\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002AI-Stack\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f<strong>GPU\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9<\/strong>\u3092\u7c21\u5358\u306b\u8abf\u6574\u30fb\u7ba1\u7406\u3067\u304d\u3001ML\u304a\u3088\u3073<strong>AI\u306e\u958b\u767a\u30fb\u904b\u7528<\/strong>\u3092\u52b9\u7387\u5316\u3057\u3001GPU\u30b5\u30fc\u30d0\u30fc\u3078\u306e\u6295\u8cc7\u52b9\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001AI-Stack\u306fAI\uff08ML\uff09\u958b\u767a\u30b5\u30a4\u30af\u30eb\u306b\u304a\u3051\u308bGPU\u30ea\u30bd\u30fc\u30b9\u306e\u67d4\u8edf\u306a\u8abf\u6574\u3092\u53ef\u80fd\u306b\u3057\u3001\u4ee5\u4e0b\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPU\u8a08\u7b97\u8cc7\u6e90\u306e\u8abf\u6574<\/strong>\uff1a\u7b2c3\u4e16\u4ee3GPU\u5206\u5272\u6280\u8853\u304a\u3088\u3073\u8907\u6570GPU\u7d71\u5408\u6280\u8853\u3092\u6d3b\u7528\u3057\u3001\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u6700\u9069\u306aGPU\u8cc7\u6e90\u3092\u8abf\u6574\u53ef\u80fd\u3067\u3059\u3002\u5358\u4e00GPU\u306b\u3088\u308b\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u5b9f\u9a13\u304b\u3089\u5927\u898f\u6a21\u5206\u6563\u578b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u307e\u3067\u3001\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>GPU\u8a08\u7b97\u8cc7\u6e90\u306e\u6700\u9069\u5316\u3068\u67d4\u8edf\u6027<\/strong>\uff1a\u8907\u6570\u30d6\u30e9\u30f3\u30c9\u3084\u3055\u307e\u3056\u307e\u306aGPU\u30e2\u30c7\u30eb\u3068\u306e\u9ad8\u3044\u4e92\u63db\u6027\u3092\u5099\u3048\u3001\u6df7\u5408\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084HPC\u30af\u30ed\u30b9\u30ce\u30fc\u30c9\u8a08\u7b97\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6df1\u5c64\u5b66\u7fd2\u30c4\u30fc\u30eb\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u52b9\u7387\u7ba1\u7406<\/strong>\uff1a\u76f4\u611f\u7684\u306aGUI\u64cd\u4f5c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u3001\u4e00\u62ec\u3067\u74b0\u5883\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u74b0\u5883\u306e\u81ea\u52d5\u30c7\u30d7\u30ed\u30a4\u3084\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bf\u30b9\u30af\u306e\u30b9\u30b1\u30fc\u30b8\u30e5\u30fc\u30eb\u30a4\u30f3\u30b0\u3092\u7d71\u5408\u3057\u3001\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3067\u30c7\u30d7\u30ed\u30a4\u3068\u76e3\u8996\u3092\u884c\u3046\u3053\u3068\u3067\u3001AI\u958b\u767a\u304b\u3089\u904b\u7528\u307e\u3067\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u4f5c\u696d\u30d5\u30ed\u30fc\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u30b5\u30dd\u30fc\u30c8\u3068\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>\uff1a\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u30b5\u30fc\u30d0\u30fc\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30af\u30e9\u30a6\u30c9\u3001\u304a\u3088\u3073\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u304b\u3089\u5927\u4f01\u696d\u307e\u3067\u3001AI-Stack\u306f\u52b9\u7387\u7684\u3067\u5b89\u5b9a\u3057\u305fGPU\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3001\u30e2\u30c7\u30eb\u958b\u767a\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3068\u3068\u3082\u306b\u3001AI\u306e\u6d3b\u7528\u3092\u52a0\u901f\u3057\u307e\u3059\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em><strong><em>INFINITIX\u306eAI-Stack\u306f\u3001\u304a\u5ba2\u69d8\u3068\u5171\u306bAI\u306e\u4fa1\u5024\u3092\u5275\u9020\u307e\u3059\uff01<\/em><\/strong><\/em><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcPVqWhDAcibUF4N3aRZp2V9R6K7QI4ONZQQ5VSGx_3m6sCei_PhOrL1lExBE97GKKOgeOej7lPfMFBWtVkxN-FJMpf8Q3zKfihHUD9ti9hbhhAHtcbaPvmdYxzIophOH6_Pla858Mn2ZC7cCzPOw?key=ijXGx3wPDxm-A5TJxsX7bZeo\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>2. \u5177\u4f53\u7684\u306aAI\u958b\u767a\u306e\u30bf\u30a4\u30d7\u3001\u30c7\u30fc\u30bf\u898f\u6a21\u306e\u4f8b\u3001\u304a\u3088\u3073\u30bf\u30b9\u30af\u306b\u304a\u3051\u308bGPU\u30ea\u30bd\u30fc\u30b9\u306e\u9700\u8981\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059<\/strong><\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><strong>\u30ea\u30bd\u30fc\u30b9\u9700\u8981\u306e\u307e\u3068\u3081\u8868\uff1a<\/strong><\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table is-style-stripes has-small-font-size\"><table><thead><tr><th><strong>\u30e2\u30c7\u30eb<\/strong><\/th><th><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u898f\u6a21<\/strong><\/th><th><strong>\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u6570<\/strong><\/th><th><strong>\u63a8\u5968GPU<\/strong><\/th><th><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593<\/strong><\/th><th><strong>\u6bb5\u968e<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>ResNet-50<\/strong><\/td><td>150GB<\/td><td>25M<\/td><td>1-4 \u679a RTX 3090 \/ A100<\/td><td>1\u65e5\uff5e1\u9031\u9593<\/td><td>Fine-tune<\/td><\/tr><tr><td><strong>GPT-2 Small<\/strong><\/td><td>1GB<\/td><td>117M<\/td><td>1-4 \u679a RTX 3090 \/ A100<\/td><td>1\u65e5\uff5e5\u65e5<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>GPT-3<\/strong><\/td><td>45TB<\/td><td>175B<\/td><td>1024 \u679a A100<\/td><td>\u6570\u9031\u9593\uff5e\u6570\u30f6\u6708<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>CLIP<\/strong><\/td><td>\u6578\u5341 TB<\/td><td>100M<\/td><td>64-128 \u679a A100<\/td><td>1\uff5e2\u30f6\u6708<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>\u6642\u7cfb\u5217Transformer<\/strong><\/td><td>1GB<\/td><td>10M-50M<\/td><td>\u55ae\u4e00 RTX 3060\u307e\u305f\u306f\u305d\u308c\u4ee5\u4e0a&nbsp;<\/td><td>\u6570\u6642\u9593<\/td><td>Fine-tune<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><strong>\u7570\u306a\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306b\u304a\u3051\u308b\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u9700\u8981\uff1a<\/strong><\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table is-style-stripes has-small-font-size\"><table><thead><tr><th>\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\uff08\u5104\uff09<\/th><th>\u30c7\u30fc\u30bf\u91cf<\/th><th>\u4e26\u5217\u30ab\u30fc\u30c9\u6570\uff08\u4f8b\uff1aA100\uff09<\/th><th>\u6642\u9593\uff08\u65e5\uff09<\/th><th>\u8a08\u7b97\u80fd\u529b\uff08P\/\u65e5\uff09<\/th><\/tr><\/thead><tbody><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\">\u53c2\u8003\u6587\u732e\uff1a<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><strong>3. \u533b\u7642\u753b\u50cf\u8a3a\u65ad\u30fb\u8a8d\u8b58\u30e2\u30c7\u30eb\u306e\u6df1\u5c64\u5b66\u7fd2\u5fdc\u7528\u306e\u53c2\u8003<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u91ab\u7642\u5f71\u50cf\u5224\u8b80\u8fa8\u8b58\u6a21\u578b\u662f\u6df1\u5ea6\u5b78\u7fd2\u7684\u91cd\u8981\u61c9\u7528\u4e4b\u4e00\uff0c\u4e3b\u8981\u7528\u65bc\u75be\u75c5\u8a3a\u65b7\u3001\u81ea\u52d5\u5206\u5272\u75c5\u7076\u3001\u5668\u5b98\u6aa2\u6e2c\u7b49\u4efb\u52d9\u3002\u4ee5\u4e0b\u662f\u5e7e\u2018\u20183\u500b\u5e38\u898b\u7684\u6a21\u578b\u793a\u4f8b\uff0c\u4e26\u63d0\u4f9b\u5c0d\u61c9\u7684 GPU \u8cc7\u6e90\u9700\u6c42\u5206\u6790\u3002\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u30fb\u8a8d\u8b58\u30e2\u30c7\u30eb\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u91cd\u8981\u306a\u5fdc\u7528\u306e1\u3064\u3067\u3042\u308a\u3001\u4e3b\u306b\u75be\u60a3\u8a3a\u65ad\u3001\u81ea\u52d5\u75c5\u5909\u5206\u5272\u3001\u81d3\u5668\u691c\u51fa\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u30013\u3064\u306e\u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb\u306e\u4f8b\u3092\u793a\u3057\u3001\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308bGPU\u30ea\u30bd\u30fc\u30b9\u9700\u8981\u3092\u5206\u6790\u3057\u307e\u3059\u3002<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><strong>\u533b\u7642\u753b\u50cf\u5fdc\u7528\u306e\u30ea\u30bd\u30fc\u30b9\u9700\u8981\uff08fine-tune\u6bb5\u968e\u306e\u30c7\u30fc\u30bf\u3092\u53c2\u8003\uff09<\/strong><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes has-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u30bf\u30b9\u30af\u30bf\u30a4\u30d7<\/strong><\/th><th><strong>\u30e2\u30c7\u30eb\u30bf\u30a4\u30d7<\/strong><\/th><th><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u898f\u6a21<\/strong><\/th><th><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u75be\u60a3\u5206\u985e<\/td><td>ResNet\/DenseNet<\/td><td>10,000\uff5e100,000 \u679a\u306e\u753b\u50cf<\/td><td>10\uff5e20\u6642\u9593<\/td><\/tr><tr><td>\u816b\u760d\u5206\u5272<\/td><td>U-Net\/Attention U-Net<\/td><td>50GB\uff5e200GB<\/td><td>1\uff5e2\u65e5<\/td><\/tr><tr><td>\u81d3\u5668\u691c\u51fa<\/td><td>3D CNN (V-Net)<\/td><td>300GB<\/td><td>1\uff5e2\u9031\u9593<\/td><\/tr><tr><td>\u75c5\u7406\u753b\u50cf\u89e3<\/td><td>ViT\/EfficientNet<\/td><td>\u6570\u767e MB\uff5e\u6570GB<\/td><td>2\uff5e3\u65e5<\/td><\/tr><tr><td>\u52d5\u614b\u753b\u50cf\u89e3\u6790<\/td><td>RNN-CNN\/3D CNN<\/td><td>10GB<\/td><td>1\uff5e2\u65e5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u4e0a\u8a18\u306e\u30e2\u30c7\u30eb\u30bf\u30a4\u30d7\u304a\u3088\u3073\u30c7\u30fc\u30bf\u898f\u6a21\u306e\u4f8b\u306b\u57fa\u3065\u304fGPU\u30ea\u30bd\u30fc\u30b9\u9700\u8981\u306e\u307e\u3068\u3081\u8868\u306f\u3001\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\uff1a<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>\u516c\u958b\u3055\u308c\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304a\u3088\u3073\u30e2\u30c7\u30eb\u30b9\u30b1\u30fc\u30eb\u60c5\u5831<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>ResNet\/DenseNet<\/strong>\uff1aImageNet\u3092\u7528\u3044\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4e00\u822c\u7684\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u516c\u5f0f\u5b9f\u9a13\u8a18\u9332\u304a\u3088\u3073\u5b66\u8853\u7814\u7a76\u3092\u53c2\u7167\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size 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=\"has-small-font-size wp-block-paragraph\"><strong>U-Net<\/strong>\uff1a\u533b\u7642\u753b\u50cf\u5206\u5272\u306e\u5178\u578b\u7684\u306a\u7814\u7a76\uff08\u4f8b\uff1a\u8133\u816b\u760d\u5206\u5272\u306eBraTS\u30c1\u30e3\u30ec\u30f3\u30b8\uff09<\/p>\n\n\n\n<p class=\"has-small-font-size 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=\"has-small-font-size wp-block-paragraph\"><strong>3D CNN<\/strong>\uff1a\u8907\u6570\u306e\u81d3\u5668\u5206\u5272\u30bf\u30b9\u30af\u3002\u516c\u958b\u3055\u308c\u305fCT\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08\u4f8b\uff1aKiTS19\u304a\u3088\u3073LiTS\uff09\u306b\u57fa\u3065\u304f\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size 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=\"has-small-font-size wp-block-paragraph\"><strong>Vision Transformer (ViT)<\/strong>\uff1a\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306e\u5b9f\u9a13\u8a2d\u5b9a\u3092\u53c2\u8003\u306b\u3057\u305f\u753b\u50cf\u51e6\u7406\u30bf\u30b9\u30af\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">Dosovitskiy, A., Beyer, L., Kolesnikov, A., et al. (2021). An Image is Worth 16&#215;16 Words: Transformers for Image Recognition at Scale. ICLR.<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>\u6700\u65b0\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u6587\u6027\u80fd\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304a\u3088\u3073\u6587\u66f8<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">NVIDIA \u304c\u63d0\u4f9b\u3059\u308bGPU\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6027\u80fd\u30c6\u30b9\u30c8\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><a href=\"https:\/\/developer.nvidia.com\/\" target=\"_blank\" rel=\"noopener\">NVIDIA Developer Documentation<\/a><\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u6df1\u5c64\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08PyTorch\u3001TensorFlow\u306a\u3069\uff09\u306b\u3088\u308b\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6027\u80fd\u30ac\u30a4\u30c9\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>\u533b\u7642\u753b\u50cf\u5fdc\u7528\u696d\u754c\u30ec\u30dd\u30fc\u30c8\uff1a<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u533b\u7642\u753b\u50cf\u89e3\u6790\u306b\u95a2\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u7814\u7a76\u8ad6\u6587\u3002\u3053\u308c\u306b\u306f\u3001GPU\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u6027\u80fd\u3092\u7528\u3044\u305f\u5b9f\u9a13\u8a73\u7d30\u3084\u516c\u958b\u3055\u308c\u305f\u8b70\u8ad6\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3084\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306e\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306aGPU\u30ea\u30bd\u30fc\u30b9\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u898f\u6a21\u3001\u30c7\u30fc\u30bf\u306e\u51fa\u6240\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u8efd\u91cf\u306a\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f1\u679a\u306eGPU\u3067\u5341\u5206\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001GPT-3\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u6570\u767e\u679a\u304b\u3089\u6570\u5343\u679a\u306eGPU\u304c\u5fc5\u8981\u3068\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002GPU\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3092\u3069\u306e\u3088\u3046\u306b\u67d4\u8edf\u304b\u3064\u52b9\u7387\u7684\u306b\u884c\u3046\u304b\u306f\u3001AI\u7814\u7a76\u958b\u767a\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u8ab2\u984c\u3067\u3059\u3002<\/p>\n","protected":false},"author":253372381,"featured_media":8918,"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":[96987820,96987819],"tags":[96987686,96987687,96987783,96987823,96987824],"class_list":{"0":"post-8788","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-ai-ml","8":"category-solutions","9":"tag-ai-ja","10":"tag-ml-ja","11":"tag-gpu-ja","13":"tag-96987824"},"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-2hK","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/8788","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/users\/253372381"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/comments?post=8788"}],"version-history":[{"count":0,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/8788\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media\/8918"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media?parent=8788"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/categories?post=8788"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/tags?post=8788"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}