{"id":2505,"date":"2024-09-18T15:17:00","date_gmt":"2024-09-18T06:17:00","guid":{"rendered":"https:\/\/secondlife.lol\/?p=2505"},"modified":"2024-09-18T15:19:35","modified_gmt":"2024-09-18T06:19:35","slug":"tensorflow-installation-guide-and-use-cases","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/ja\/tensorflow-installation-guide-and-use-cases\/","title":{"rendered":"\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff1a\u4eba\u5de5\u77e5\u80fd\u958b\u767a\u306e\u7b2c\u4e00\u6b69"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u4eba\u5de5\u77e5\u80fd\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u6ce8\u76ee\u3055\u308c\u308b\u306b\u3064\u308c\u3066\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u8208\u5473\u3092\u6301\u3064\u4eba\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002 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\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306fCPU\u7248\u3068GPU\u7248\u304c\u3042\u308b\u306e\u3067\u3001\u81ea\u5206\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u5408\u308f\u305b\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.\u57fa\u672c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08CPU\u30d0\u30fc\u30b8\u30e7\u30f3\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u57fa\u672c\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001CPU\u3067\u52d5\u4f5c\u3059\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3059\u3002 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u5c0f\u898f\u6a21\u306b\u5b9f\u9a13\u3057\u305f\u308a\u3001CPU\u3057\u304b\u306a\u3044\u74b0\u5883\u3067\u306f\u3001\u3053\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u5341\u5206\u3067\u3059\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install tensorflow\n\n#\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u7d50\u679c(\u4e0b\u8a18\u306e\u5185\u5bb9\u306f\u65e2\u5b58\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u72b6\u614b\u3067\u518d\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u7d50\u679c\u3067\u3059)\n(myenv) C:\\projects\\Project_Python&gt;pip install tensorflow\nRequirement already satisfied: tensorflow in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (2.16.1)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: tensorflow-intel==2.16.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow\u3088\u308a) (2.16.1)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: absl-py&gt;=1.0.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (2.1.0)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: astunparse&gt;=1.6.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (1.6.3)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: flatbuffers&gt;=23.5.26 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (24.3.25)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: gast!=0.5.0,!=0.5.1,!=0.5.2,&gt;=0.2.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (0.5.4)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: google-pasta&gt;=0.1.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (0.2.0)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: h5py&gt;=3.10.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (3.11.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: libclang&gt;=13.0.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (18.1.1)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: ml-dtypes~=0.3.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow)\uff080.3.2\uff09\u3002\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages \u3067 opt-einsum&gt;=2.3.2 (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (3.3.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: c:\\users\\user\\user\\appdata\\roaming\\python\\python311\\site-packages \u306b\u30d1\u30c3\u30b1\u30fc\u30b8\u5316 (from tensorflow-intel==2.16.1-&gt;tensorflow) (23.0)\nRequirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,=3.20.3 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (4.25.3)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: requests=2.21.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (2.31.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages \u306e setuptools (from tensorflow-intel==2.16.1-&gt;tensorflow) (70.1.1)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: six&gt;=1.12.0 in c:\\users\\user\\user\\appdata\\roaming\\python\\python311\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (1.16.0)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: termcolor&gt;=1.1.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (2.4.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: typing-extensions&gt;=3.6.6 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (4.10.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: wrapped&gt;=1.11.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u3088\u308a) (1.16.0)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: grpcio=1.24.3 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (1.64.1)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: tensorboard=2.16 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from tensorflow-intel==2.16.1-&gt;tensorflow) (2.16.2)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: keras&gt;=3.0.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (3.4.0)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: tensorflow-io-gcs-filesystem&gt;=0.23.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (0.31.0)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: numpy=1.23.5 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorflow-intel===2.16.1-&gt;tensorflow\u3088\u308a) (1.26.4)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: wheel=0.23.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from astunparse&gt;=1.6.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (0.41.2)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages \u306b rich \u304c\u542b\u307e\u308c\u308b\u3088\u3046\u306b\u3057\u305f (keras&gt;=3.0.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow \u304b\u3089) (13.7.1)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: namex in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (keras&gt;=3.0.0-&gt;tensorflow-intel===2.16.1-&gt;tensorflow\u304b\u3089) (0.0.8)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages \u306e optree (from keras&gt;=3.0.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (0.11.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: charset-normalizer=2 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from requests=2.21.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (3.3.2)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: idna=2.5 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (\u30ea\u30af\u30a8\u30b9\u30c8=2.21.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow\u304b\u3089) (3.6)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: urllib3=1.21.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from requests=2.21.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (2.1.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: certifi&gt;=2017.4.17 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from requests=2.21.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (2023.11.17)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: markdown&gt;=2.6.8 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorboard=2.16-&gt;tensorflow-intel==2.16.1-&gt;tensorflow\u3088\u308a) (3.6)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: tensorboard-data-server=0.7.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorboard=2.16-&gt;tensorflow-intel==2.16.1-&gt;tensorflow \u304b\u3089) (0.7.2)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: werkzeug&gt;=1.0.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (tensorboard=2.16-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (3.0.3)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages \u306e MarkupSafe&gt;=2.1.1 (werkzeug&gt;=1.0.1-&gt;tensorboard=2.16-&gt;tensorflow-intel==2.16.1-&gt;tensorflow\u304b\u3089) (2.1.3)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: markdown-it-py&gt;=2.2.0 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (from rich-&gt;keras&gt;=3.0.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (3.0.0)\n\u65e2\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: pygments=2.13.0 in c:\\users\\user\\user\\appdata\\roaming\\python\\python311\\site-packages (from rich-&gt;keras&gt;=3.0.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow) (2.14.0)\n\u3059\u3067\u306b\u6e80\u305f\u3055\u308c\u3066\u3044\u308b\u8981\u4ef6: mdurl~=0.1 in c:\\users\\user\\.conda\\envs\\myenv\\lib\\site-packages (markdown-it-py&gt;=2.2.0-&gt;rich-&gt;keras&gt;=3.0.0-&gt;tensorflow-intel==2.16.1-&gt;tensorflow \u304b\u3089) (0.1.2)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.GPU\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3057 <strong>GPU<\/strong>\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u3001GPU\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u306b\u5927\u304d\u304f\u5f79\u7acb\u3061\u307e\u3059\u3002\u3057\u304b\u3057\u3001GPU\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f <strong>CUDA<\/strong>\u3068 <strong>cuDNN<\/strong> \u306a\u3069\u306e\u8ffd\u52a0\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5fc5\u8981\u3067\u3059\u3002 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u524d\u306b\u81ea\u5206\u306eGPU\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install tensorflow-gpu<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\u3059\u308b\u65b9\u6cd5\u3082\u77e5\u3063\u3066\u304a\u304f\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002 \u7279\u5b9a\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u304c\u5fc5\u8981\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\u306f\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import tensorflow as tf\nprint(tf.__version__)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><kbd>oneDNN custom operations are on\u3067\u59cb\u307e\u308b\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u3067\u767a\u751f\u3057\u305f\u30ed\u30b0\u3067\u3042\u308a\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u304c**oneDNN(Deep Neural Network Library)**\u306e\u30ab\u30b9\u30bf\u30e0\u6f14\u7b97\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u60c5\u5831\u3067\u3059\u3002 \u3053\u308c\u306f\u3001CPU\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b <strong>oneDNN<\/strong>\u304c\u4f7f\u7528\u3055\u308c\u3001\u6f14\u7b97\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u3053\u306e\u904e\u7a0b\u3067 <strong>\u6d6e\u52d5\u5c0f\u6570\u70b9\u6f14\u7b97\u306e\u9806\u5e8f<\/strong>\u306b\u3088\u308b\u3068 <strong>\u5fae\u5999\u306a\u9055\u3044<\/strong>\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u77e5\u3089\u305b\u308b\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u3059\u3002\u6d6e\u52d5\u5c0f\u6570\u70b9\u6f14\u7b97\u306f\u8a08\u7b97\u9806\u5e8f\u306b\u3088\u3063\u3066\u5fae\u5999\u306a\u9055\u3044\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u307e\u3063\u305f\u304f\u540c\u3058\u7d50\u679c\u304c\u671f\u5f85\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u8b66\u544a\u3059\u308b\u5185\u5bb9\u3067\u3059\u3002 \u3053\u306e\u30ed\u30b0\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u306e\u305f\u3081\u306e\u60c5\u5831\u306a\u306e\u3067\u3001\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3001\u6c17\u306b\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001 <strong>oneDNN\u306e\u6700\u9069\u5316\u3092\u30aa\u30d5\u306b\u3057\u305f\u3044\u5834\u5408<\/strong> <code>TF_ENABLE_ONEDNN_OPTS=0<\/code> \u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001oneDNN\u3092\u7121\u52b9\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6f14\u7b97\u306e\u9806\u5e8f\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u7d30\u304b\u3044\u6d6e\u52d5\u5c0f\u6570\u70b9\u8aa4\u5dee\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/kbd><\/p>\n\n\n<style>.kb-image2505_ad1e86-22 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2505_ad1e86-22 img.kb-img, .kb-image2505_ad1e86-22 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2505_ad1e86-22\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/ailib.secondlife.lol\/wp-content\/uploads\/2024\/09\/image-5.jpg\" alt=\"\ud150\uc11c\ud50c\ub85c\uc6b0 \uc124\uce58 \ud6c4 \ubc84\uc804 \uc778\" class=\"kb-img wp-image-2801\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u8a2d\u5b9a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u304cGPU\u3067\u3046\u307e\u304f\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066GPU\u304c\u6b63\u3057\u304f\u8a8d\u8b58\u3055\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import tensorflow as tf\nprint(\"GPU is\", \"available\" if tf.config.list_physical_devices('GPU') else \"NOT available\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u305f\u6642\u3001\"GPU is available\"\u304c\u51fa\u529b\u3055\u308c\u305f\u3089\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u304cGPU\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3082\u3057\u3001GPU\u304c\u8a8d\u8b58\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u3001CUDA\u3068cuDNN\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u904e\u7a0b\u3067\u554f\u984c\u304c\u3042\u3063\u305f\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3001\u3082\u3046\u4e00\u5ea6\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306f\u3001\u753b\u50cf\u5206\u985e\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u81ea\u52d5\u904b\u8ee2\u306a\u3069\u69d8\u3005\u306a\u4eba\u5de5\u77e5\u80fd\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u4ee3\u8868\u7684\u306a\u4e8b\u4f8b\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1.\u753b\u50cf\u5206\u985e<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u753b\u50cf\u5206\u985e<\/strong>\u306f\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b\u3067\u3059\u3002 <strong><a href=\"https:\/\/www.tensorflow.org\/datasets\/catalog\/mnist\" target=\"_blank\" rel=\"noopener\">MNIST<\/a><\/strong>, <strong>CIFAR-10<\/strong>, <strong>\u30a4\u30e1\u30fc\u30b8\u30cd\u30c3\u30c8<\/strong> \u540c\u3058\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306f\u753b\u50cf\u3092\u81ea\u52d5\u7684\u306b\u5206\u985e\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7269\u4f53\u8a8d\u8b58\u3001\u9854\u8a8d\u8b58\u3001\u75c5\u6c17\u8a3a\u65ad\u306a\u3069\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u7684\u306b\u51e6\u7406\u3057\u3001\u5206\u985e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f8b<\/strong>: <strong>Google\u30d5\u30a9\u30c8<\/strong>\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u30d9\u30fc\u30b9\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3001\u5199\u771f\u3092\u81ea\u52d5\u7684\u306b\u5206\u985e\u3057\u3001\u30bf\u30b0\u3092\u4ed8\u3051\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u5199\u771f\u304b\u3089\u4eba\u7269\u3001\u5834\u6240\u3001\u7269\u306a\u3069\u3092\u8a8d\u8b58\u3057\u3001\u3088\u308a\u7c21\u5358\u306b\u691c\u7d22\u30fb\u6574\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>2.\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5206\u6790\u30fb\u51e6\u7406\u3059\u308b\u6280\u8853\u3067\u3042\u308a\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306f\u3053\u306e\u5206\u91ce\u3067\u3082\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002 <strong>\u30c6\u30ad\u30b9\u30c8\u5206\u985e<\/strong>, <strong>\u30c6\u30ad\u30b9\u30c8\u751f\u6210<\/strong>, <strong>\u7ffb\u8a33<\/strong>, <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u306e\u3088\u3046\u306a\u8907\u6570\u306e\u30bf\u30b9\u30af\u3067\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306f\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u5b66\u7fd2\u3059\u308b\u306e\u306b\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b0\u30fc\u30b0\u30eb\u7ffb\u8a33(Google Translate)<\/strong>: Google\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u8907\u6570\u306e\u8a00\u8a9e\u9593\u306e\u7ffb\u8a33\u3092\u81ea\u52d5\u5316\u3057\u3001\u3053\u308c\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u81ea\u7136\u306a\u7ffb\u8a33\u304c\u53ef\u80fd\u3067\u3059\u3002 \u307e\u305f\u3001Google\u306e\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u306f <strong>BERT<\/strong>, <strong>GPT<\/strong>\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u3067\u5b9f\u88c5\u3055\u308c\u3001\u3088\u308a\u826f\u3044\u8a00\u8a9e\u7406\u89e3\u3068\u751f\u6210\u80fd\u529b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>3.\u81ea\u52d5\u904b\u8ee2<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u81ea\u52d5\u904b\u8ee2\u8eca<\/strong>\u306f\u3001\u9053\u8def\u4e0a\u3067\u767a\u751f\u3059\u308b\u69d8\u3005\u306a\u72b6\u6cc1\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5206\u6790\u3057\u3001\u5bfe\u5fdc\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30ab\u30e1\u30e9\u3001LiDAR(LiDAR)\u3001\u30ec\u30fc\u30c0\u30fc\u306a\u3069\u306e\u30bb\u30f3\u30b5\u30fc\u3067\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u30d9\u30fc\u30b9\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u901a\u3058\u3066\u51e6\u7406\u3055\u308c\u3001\u3053\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u5468\u8fba\u306e\u8eca\u4e21\u3001\u6b69\u884c\u8005\u3001\u4fe1\u53f7\u6a5f\u306a\u3069\u3092\u8a8d\u8b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c6\u30b9\u30e9\u81ea\u52d5\u904b\u8ee2\u30b7\u30b9\u30c6\u30e0<\/strong>\uff1a\u30c6\u30b9\u30e9\u306e\u81ea\u52d5\u904b\u8ee2\u8eca\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u9053\u8def\u74b0\u5883\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8a8d\u8b58\u3057\u307e\u3059\u3002\u3053\u306e\u6642\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306f\u8d70\u884c\u4e2d\u306e\u5468\u8fba\u72b6\u6cc1\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5206\u6790\u3057\u3001\u7d4c\u8def\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u81ea\u52d5\u904b\u8ee2\u8eca\u306f\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u6b69\u884c\u8005\u3084\u8eca\u4e21\u306a\u3069\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8a8d\u8b58\u3057\u3001\u56de\u907f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n<style>.kb-image2505_c1acb8-cc .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2505_c1acb8-cc img.kb-img, .kb-image2505_c1acb8-cc .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2505_c1acb8-cc\"><figure class=\"aligncenter size-medium\"><img decoding=\"async\" src=\"https:\/\/ailib.secondlife.lol\/wp-content\/uploads\/2024\/09\/image-6-300x300.jpg\" alt=\"\ud150\uc11c\ud50c\ub85c\uc6b0 \ud65c\uc6a9 \uc0ac\ub840 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-2803\"\/><\/figure><\/div>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>4.\u533b\u7528\u753b\u50cf\u89e3\u6790<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u533b\u7642\u753b\u50cf\u5206\u6790<\/strong>\u3067\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306f\u533b\u7642\u753b\u50cf\u3092\u5206\u6790\u3057\u3001\u75c5\u6c17\u3092\u8a3a\u65ad\u3059\u308b\u306e\u306b\u6709\u7528\u306b\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002X\u7dda\u3001MRI\u3001CT\u30b9\u30ad\u30e3\u30f3\u306a\u3069\u306e\u533b\u7642\u753b\u50cf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u304c\u3093\u3001\u816b\u760d\u306a\u3069\u306e\u75be\u60a3\u3092\u65e9\u671f\u306b\u767a\u898b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u81a8\u5927\u306a\u533b\u7642\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u5c02\u9580\u5bb6\u3088\u308a\u3082\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u8a3a\u65ad\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u76ae\u819a\u304c\u3093\u8a3a\u65adAI<\/strong>: \u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u3092\u5229\u7528\u3057\u3066\u76ae\u819a\u764c\u3092\u8a3a\u65ad\u3059\u308b\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002 \u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u901a\u3058\u3066\u76ae\u819a\u306e\u69d8\u3005\u306a\u75be\u60a3\u3092\u5b66\u7fd2\u3057\u305f\u5f8c\u3001\u5c02\u9580\u5bb6\u30ec\u30d9\u30eb\u306e\u8a3a\u65ad\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>COVID-19\u8a3a\u65ad<\/strong>COVID-19 \u306e\u30d1\u30f3\u30c7\u30df\u30c3\u30af\u6642\u306b\u306f\u3001X\u7dda\u753b\u50cf\u3092\u5206\u6790\u3057\u3066\u80ba\u75be\u60a3\u306e\u5146\u5019\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306b\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u304c\u4f7f\u7528\u3055\u308c\u307e\u3057\u305f\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u533b\u7642\u5f93\u4e8b\u8005\u306f\u60a3\u8005\u306e\u72b6\u614b\u3092\u8fc5\u901f\u306b\u8a55\u4fa1\u3057\u3001\u9069\u5207\u306a\u6cbb\u7642\u6cd5\u3092\u6c7a\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>5.\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0<\/strong>\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63d0\u4f9b\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u5404\u30e6\u30fc\u30b6\u30fc\u306b\u9069\u3057\u305f\u5546\u54c1\u3001\u52d5\u753b\u3001\u97f3\u697d\u306a\u3069\u3092\u63a8\u85a6\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Netflix\u304a\u3059\u3059\u3081\u30b7\u30b9\u30c6\u30e0<\/strong>Netflix\u306fTensorFlow\u3092\u901a\u3058\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8996\u8074\u3057\u305f\u6620\u753b\u3001\u30c9\u30e9\u30de\u306b\u57fa\u3065\u3044\u3066\u65b0\u3057\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63a8\u85a6\u3057\u307e\u3059\u3002\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u8996\u8074\u30d1\u30bf\u30fc\u30f3\u3068\u597d\u307f\u3092\u5206\u6790\u3057\u3001\u5404\u30e6\u30fc\u30b6\u30fc\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u63a8\u85a6\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30de\u30be\u30f3\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u304a\u3059\u3059\u3081<\/strong>Amazon\u306f\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u30d9\u30fc\u30b9\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8cfc\u5165\u3059\u308b\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u5546\u54c1\u3092\u63a8\u85a6\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u3001\u9867\u5ba2\u306e\u518d\u8a2a\u554f\u7387\u3092\u9ad8\u3081\u308b\u3053\u3068\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7d50\u8ad6\uff1a\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u5c0e\u5165\u304b\u3089\u6d3b\u7528\u307e\u3067<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u304b\u3089GPU\u306e\u8a2d\u5b9a\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u78ba\u8a8d\u3001\u305d\u3057\u3066\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u304c\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3055\u308c\u308b\u306e\u304b\u307e\u3067\u898b\u3066\u304d\u307e\u3057\u305f\u3002 TensorFlow\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u521d\u3081\u3066\u59cb\u3081\u308b\u4eba\u306b\u3082\u3001\u9ad8\u5ea6\u306a\u7814\u7a76\u3092\u9032\u3081\u308b\u4eba\u306b\u3082\u975e\u5e38\u306b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002 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