{"id":1037,"date":"2022-01-05T10:33:54","date_gmt":"2022-01-05T01:33:54","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=1037"},"modified":"2025-06-19T15:30:34","modified_gmt":"2025-06-19T06:30:34","slug":"%e3%80%90%e5%88%9d%e5%ad%a6%e8%80%85%e5%bf%85%e8%aa%ad%e3%80%91google-colaboratory-%e3%81%a8%e3%81%af%ef%bc%9f%e4%bd%bf%e3%81%84%e6%96%b9%e3%83%bb%e4%be%bf%e5%88%a9%e8%a8%ad%e5%ae%9a%e3%81%aa%e3%81%a9","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=1037","title":{"rendered":"\u3010\u521d\u5fc3\u8005\u5411\u3051\u3011\u7121\u6599\u3067\u59cb\u3081\u308bGoogle Colab\u5b8c\u5168\u30ac\u30a4\u30c9\uff5c\u57fa\u672c\u64cd\u4f5c\u30fbGPU\u8a2d\u5b9a\u30fb\u4fbf\u5229\u6a5f\u80fd\u307e\u3067\u89e3\u8aac\uff01"},"content":{"rendered":"\n<p><strong>\u3053\u306e\u8a18\u4e8b\u306f\u3001\u7d046\uff5e8\u5206\u3067\u8aad\u3081\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u3053\u306e\u8a18\u4e8b\u3067\u308f\u304b\u308b\u3053\u3068<\/strong><br><strong>\u30fbGoogle Colab\u306e\u57fa\u672c\u7684\u306a\u7279\u5fb4\u3068\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4f7f\u3044\u65b9<br>\u30fbGPU\u8a2d\u5b9a\u3084\u30b3\u30fc\u30c9\u306e\u4fdd\u5b58\u30fb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306a\u3069\u306e\u4fbf\u5229\u6a5f\u80fd<br>\u30fb\u7121\u6599\u7248\u3068\u6709\u6599\u30d7\u30e9\u30f3\uff08Pro\/Pro+\uff09\u306e\u9055\u3044\u3084\u5229\u7528\u6642\u306e\u6ce8\u610f\u70b9<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-0\">\u306f\u3058\u3081\u306b<\/h1>\n\n\n\n<p>Google Colab\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u3060\u3051\u3067\u7121\u6599\u3067\u306f\u3058\u3081\u3089\u308c\u308bPython\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u8df5\u74b0\u5883\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u305d\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u4fbf\u5229\u306a\u8a2d\u5b9a\u3001\u6709\u6599\u30d7\u30e9\u30f3\u306e\u9055\u3044\u307e\u3067\u3092\u3084\u3055\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first last\">    <a href=\"#i-0\">\u306f\u3058\u3081\u306b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-1\">Google Colaboratory\u3068\u306f<\/a>      <\/li>      <li>        <a href=\"#i-2\">Google Colab\u3092\u4f7f\u3063\u3066\u307f\u3088\u3046<\/a>      <\/li>      <li>        <a href=\"#i-3\">\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4f5c\u6210<\/a>      <\/li>      <li>        <a href=\"#i-4\">GPU\u3092\u4f7f\u3063\u3066\u307f\u308b<\/a>      <\/li>      <li>        <a href=\"#i-5\">\u2728\u3010\u7121\u6599\u52d5\u753b\uff1a\u500d\u901f\u3067\u5b66\u3076\uff01\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u52c9\u5f37\u6cd5\uff08\u77ed\u7e2e\u7248\uff09\u3011<\/a>      <\/li>      <li>        <a href=\"#i-6\">\u30bb\u30eb\u306e\u8ffd\u52a0\u65b9\u6cd5<\/a>      <\/li>      <li>        <a href=\"#i-7\">\u6ce8\u610f\u70b9\uff1a\u7121\u6599\u7248Colab\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u5236\u9650<\/a>      <\/li>      <li>        <a href=\"#i-8\">\u88dc\u8db3\uff1aTPU\u5229\u7528\u306e\u6ce8\u610f\u70b9<\/a>      <\/li>      <li>        <a href=\"#i-9\">\u6709\u6599\u7248Google Colab\u306b\u95a2\u3057\u3066<\/a>      <\/li>      <li>        <a href=\"#i-10\">Google Colab\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\uff08FAQ\uff09<\/a>      <\/li>      <li>        <a href=\"#i-11\">\u3055\u3089\u306b\u5b66\u3073\u305f\u3044\u65b9\u3078<\/a>      <\/li>      <li>        <a href=\"#i-12\">\u307e\u3068\u3081<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-13\">\u2728AI\u4eba\u6750\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/a>      <\/li>    <\/ul>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-1\">Google Colaboratory\u3068\u306f<\/h2>\n\n\n\n<p><a title=\"Google Colaboratory\uff08\u30b0\u30fc\u30b0\u30eb\u30fb\u30b3\u30e9\u30dc\u30ec\u30a4\u30c8\u30ea\u30fc\u3082\u3057\u304f\u306f\u30b3\u30e9\u30dc\u30e9\u30c8\u30ea\u30fc\uff09\" href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\" rel=\"noopener nofollow\">Google Colaboratory\uff08\u30b0\u30fc\u30b0\u30eb\u30fb\u30b3\u30e9\u30dc\u30ec\u30a4\u30c8\u30ea\u30fc\u3082\u3057\u304f\u306f\u30b3\u30e9\u30dc\u30e9\u30c8\u30ea\u30fc\uff09<\/a>\u3068\u306f\u3001Google\u304c\u6a5f\u68b0\u5b66\u7fd2\u306e\u6559\u80b2\u53ca\u3073\u7814\u7a76\u7528\u306b\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4e0d\u8981\u304b\u3064\u3001\u3059\u3050\u306bPython\u3084\u6a5f\u68b0\u5b66\u7fd2\u30fb\u6df1\u5c64\u5b66\u7fd2\u306e\u74b0\u5883\u3092\u6574\u3048\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u7121\u6599\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>Google\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u3042\u308c\u3070\u3059\u3050\u306b\u5229\u7528\u3067\u304d\u3001\u7279\u306b\u521d\u5b66\u8005\u306b\u3068\u3063\u3066\u5f37\u529b\u306a\u958b\u767a\u74b0\u5883\u3067\u3059\u3002<br>\u4ee5\u4e0b\u306f\u3001\u7121\u6599\u7248\u306e\u57fa\u672c\u7684\u306a\u4ed5\u69d8\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>Google Colab\uff08\u7121\u6599\u7248\uff09\u306e\u4e3b\u306a\u4ed5\u69d8<\/strong>\uff082025\u5e746\u6708\u6642\u70b9\uff09<\/p>\n\n\n<div id=\"id-23dfa07a-33ad-4abe-968d-8471bad23fa5\">\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u7121\u6599\u7248\u306e\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td>\u5229\u7528\u6599\u91d1<\/td><td>\u7121\u6599<\/td><\/tr><tr><td>\u30bb\u30c3\u30b7\u30e7\u30f3\u6642\u9593\u5236\u9650<\/td><td>\u7d0490\u5206\uff08\u64cd\u4f5c\u304c\u306a\u3044\u3068\u81ea\u52d5\u5207\u65ad\uff09<\/td><\/tr><tr><td>GPU\u306e\u4f7f\u7528<\/td><td>\u5229\u7528\u53ef\u80fd\uff0812\u6642\u9593\u4e0a\u9650\uff0f\u6df7\u96d1\u6642\u306b\u5236\u9650\u3042\u308a\uff09<\/td><\/tr><tr><td>TPU\u306e\u4f7f\u7528<\/td><td>\u5229\u7528\u53ef\u80fd\uff08\u540c\u69d8\u306b\u5236\u9650\u3042\u308a\uff09<\/td><\/tr><tr><td>\u4fdd\u5b58\u5834\u6240<\/td><td>Google Drive<\/td><\/tr><tr><td>\u5b9f\u884c\u74b0\u5883\u306e\u6c38\u7d9a\u6027<\/td><td>\u4e00\u6642\u7684\uff08\u518d\u8d77\u52d5\u3067\u30c7\u30fc\u30bf\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u6d88\u3048\u308b\uff09<\/td><\/tr><tr><td>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e8b\u524d\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/td><td>TensorFlow, NumPy, Pandas \u306a\u3069<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"547\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-05-10.28.13-1024x547.png\" alt=\"\" class=\"wp-image-1038\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-05-10.28.13-1024x547.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-05-10.28.13-300x160.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-05-10.28.13-768x410.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-05-10.28.13-940x502.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-01-05-10.28.13.png 1433w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-2\">Google Colab\u3092\u4f7f\u3063\u3066\u307f\u3088\u3046<\/h2>\n\n\n\n<p>Colaboratory\u3092\u4f7f\u3046\u306b\u306f\u4e0b\u8a18\u306eURL\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3060\u3051\u3067\u3059\u3002\u3067\u306f\u65e9\u901f\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u3066\u5f8c\u306b\u3001\u4e0b\u8a18\u30ea\u30f3\u30af\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Google Colaboratory<\/a>\uff0a\u3053\u306e\u5f8c\u304b\u3089Colaboratory\u3092\u3001Colab\u3068\u7701\u7565\u3057\u3066\u8a18\u8f09\u3055\u305b\u3066\u9802\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4f5c\u6210<\/h2>\n\n\n\n<p>\u300c\u6700\u8fd1\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u300d\u306e\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u753b\u9762\u5de6\u4e0b\u306e\u300c<strong>\uff0b\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u65b0\u898f\u4f5c\u6210<\/strong>\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"552\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb1-1024x552.jpg\" alt=\"\" class=\"wp-image-7697\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb1-1024x552.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb1-300x162.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb1-768x414.jpg 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb1-1536x827.jpg 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb1-2048x1103.jpg 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb1-940x506.jpg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u30fb\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u304c\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-1-1024x501.png\" alt=\"\" class=\"wp-image-7699\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-1-1024x501.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-1-300x147.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-1-768x376.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-1-1536x751.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-1-2048x1001.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-1-940x460.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u30fb\u300c\u30d5\u30a1\u30a4\u30eb\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u8868\u793a\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"514\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-2-1024x514.png\" alt=\"\" class=\"wp-image-7700\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-2-1024x514.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-2-300x150.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-2-768x385.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-2-1536x770.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-2-2048x1027.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-2-940x471.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u30fb\u9ed2\u4e38\u306e\u4e09\u89d2\u306e\u5b9f\u884c\u30dc\u30bf\u30f3\u306e\u53f3\u6a2a\u306b\u3001\u8584\u3044\u30aa\u30ec\u30f3\u30b8\u8272\u306e\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>print(\"hello Python\")<\/code><\/pre>\n\n\n\n<p>\u59cb\u3081\u306f\u5c11\u3057\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u304c\u3001\u5c11\u3057\u5f85\u3064\u3068\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u4f5c\u6210\u3057\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306f\u3001\u81ea\u52d5\u7684\u306bGoogle Drive\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/qiita-image-store.s3.amazonaws.com\/0\/171715\/a4802774-a67c-5bfc-eb92-5f6831abcb2b.png\" alt=\"\"><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">GPU\u3092\u4f7f\u3063\u3066\u307f\u308b<\/h2>\n\n\n\n<p>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4f5c\u6210\u6642\u306b\u306f\u3001GPU\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u4e0b\u8a18\u64cd\u4f5c\u306b\u3066GPU\u3092\u4f7f\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u203bCPU\u3068GPU\u306e\u9055\u3044\u3084\u3001TPU\u306b\u95a2\u3057\u3066\u306f<a href=\"https:\/\/aiacademy.jp\/texts\/show\/?id=586&amp;context=subject-dl_tutorial\" target=\"_blank\" rel=\"noreferrer noopener\">\u3053\u3061\u3089\u306e\u30c6\u30ad\u30b9\u30c8<\/a>\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001Google Colab\u306e\u4e0a\u90e8\u30e1\u30cb\u30e5\u30fc\u304b\u3089<strong>\u300c\u30e9\u30f3\u30bf\u30a4\u30e0\u300d\u2192\u300c\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u30bf\u30a4\u30d7\u3092\u5909\u66f4\u300d<\/strong>\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u8868\u793a\u3055\u308c\u308b\u30c0\u30a4\u30a2\u30ed\u30b0\u3067<strong>\u300c\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u300d\u3092\u300cTA GPU\u300d\u306b\u8a2d\u5b9a\u3057\u3001\u300c\u4fdd\u5b58\u300d<\/strong>\u3092\u62bc\u3057\u307e\u3059\u3002\u300c\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u30bf\u30a4\u30d7\u300d\u306f\u300cPython 3\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>GPU\u304c\u6709\u52b9\u306b\u306a\u308b\u3068\u3001\u30b3\u30fc\u30c9\u304b\u3089\u30c7\u30d0\u30a4\u30b9\u60c5\u5831\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"777\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb2-1024x777.jpg\" alt=\"\" class=\"wp-image-7702\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb2-1024x777.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb2-300x228.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb2-768x583.jpg 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb2-1536x1165.jpg 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb2-2048x1554.jpg 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb2-940x713.jpg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u30fb<strong>\u300c\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u300d\u3092\u300cTA GPU\u300d\u306b\u8a2d\u5b9a\u3057\u3001\u300c\u4fdd\u5b58\u300d<\/strong>\u3092\u62bc\u3057\u307e\u3059\u3002\u300c<strong>\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u30bf\u30a4\u30d7<\/strong>\u300d\u306f\u300cPython 3\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"658\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb3-1024x658.jpg\" alt=\"\" class=\"wp-image-7705\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb3-1024x658.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb3-300x193.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb3-768x493.jpg 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb3-1536x987.jpg 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb3-2048x1315.jpg 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb3-940x604.jpg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u30fb<strong>\u300c\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u300d\u3092\u300cTA GPU\u300d\u306b\u8a2d\u5b9a\u3057\u3001\u300c\u4fdd\u5b58\u300d<\/strong>\u3092\u62bc\u3059\u3068\u3001\u4e0b\u8a18\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u304c\u3001\u300cOK\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"656\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb4-1024x656.jpg\" alt=\"\" class=\"wp-image-7706\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb4-1024x656.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb4-300x192.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb4-768x492.jpg 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb4-1536x984.jpg 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb4-2048x1312.jpg 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/gcb4-940x602.jpg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p><strong>GPU\u304c\u52d5\u4f5c\u3057\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u30b3\u30fc\u30c9<\/strong><\/p>\n\n\n\n<p>\u4e0b\u8a18\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import tensorflow as tf\ntf.test.gpu_device_name()<\/code><\/pre>\n\n\n\n<p>GPU\u30c7\u30d0\u30a4\u30b9\u304c\u5229\u7528\u53ef\u80fd\u306a\u5834\u5408\u3001<code>\/device:GPU:0<\/code> \u306e\u3088\u3046\u306a\u6587\u5b57\u5217\u304c\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Colab\u306e\u30de\u30b7\u30f3\u30b9\u30da\u30c3\u30af\u3092\u78ba\u8a8d<\/strong>\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">!cat \/proc\/cpuinfo   # CPU\u60c5\u5831\u306e\u78ba\u8a8d<br><br>!cat \/proc\/meminfo   # \u30e1\u30e2\u30ea\u60c5\u5831\u306e\u78ba\u8a8d<br><br>!nvidia-smi          # GPU\u60c5\u5831\u306e\u78ba\u8a8d\uff08\u5229\u7528\u53ef\u80fd\u306a\u5834\u5408\uff09<br><\/pre>\n\n\n\n<p>\u203b <code>!<\/code> \u306fColab\u4e0a\u3067\u30b7\u30a7\u30eb\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u969b\u306b\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/qiita-image-store.s3.amazonaws.com\/0\/171715\/d9af58e9-dd89-022f-4b5b-93b660aea506.png\" alt=\"\"><\/figure>\n\n\n\n<p>GPU\u306b\u5207\u308a\u66ff\u308f\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f<code>nvidia-smi<\/code>\u30b3\u30de\u30f3\u30c9\u3067\u78ba\u304b\u3081\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Fri Jul  1 06:01:11 2021       \n+-----------------------------------------------------------------------------+\n| NVIDIA-SMI 465.27       Driver Version: 460.32.03    CUDA Version: 11.2     |\n|-------------------------------+----------------------+----------------------+\n| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n| Fan  Temp  Perf  Pwr:Usage\/Cap|         Memory-Usage | GPU-Util  Compute M. |\n|                               |                      |               MIG M. |\n|===============================+======================+======================|\n|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n| N\/A   66C    P8    11W \/  70W |      0MiB \/ 15109MiB |      0%      Default |\n|                               |                      |                  N\/A |\n+-------------------------------+----------------------+----------------------+\n                                                                               \n+-----------------------------------------------------------------------------+\n| Processes:                                                                  |\n|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n|        ID   ID                                                   Usage      |\n|=============================================================================|\n|  No running processes found                                                 |\n+-----------------------------------------------------------------------------+<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-5\">\u2728\u3010\u7121\u6599\u52d5\u753b\uff1a<strong>\u500d\u901f\u3067\u5b66\u3076\uff01\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u52c9\u5f37\u6cd5\uff08\u77ed\u7e2e\u7248\uff09\u3011<\/strong><\/h2>\n\n\n\n<p>\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u3066\u52b9\u7387\u7684\u306b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b66\u3076\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u751f\u6210AI\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3084\u52b9\u679c\u7684\u306a\u6d3b\u7528\u6cd5\u3001\u6ce8\u610f\u70b9\u306b\u3064\u3044\u3066\u3082\u8a73\u3057\u304f\u8aac\u660e\u3002\u52c9\u5f37\u6cd5\u3068\u3068\u3082\u306b\u751f\u6210AI\u305d\u306e\u3082\u306e\u306b\u3064\u3044\u3066\u3082\u5b66\u3079\u308b\u5185\u5bb9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305c\u3072\u3054\u89a7\u304f\u3060\u3055\u3044\uff01<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-vimeo wp-block-embed-vimeo wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" src=\"https:\/\/player.vimeo.com\/video\/1069835048?h=e43b17d6de&amp;dnt=1&amp;app_id=122963\" width=\"880\" height=\"495\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><strong>\u5168\u7de8\u306f\u3001AI Academy\u516c\u5f0fLINE\u3067\u914d\u4fe1\u4e2d\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/lin.ee\/3E4GzWk\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" width=\"910\" height=\"517\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom.png\" alt=\"\" class=\"wp-image-6799\" style=\"width:158px;height:auto\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom.png 910w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom-300x170.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom-768x436.png 768w\" sizes=\"auto, (max-width: 910px) 100vw, 910px\"><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-6\">\u30bb\u30eb\u306e\u8ffd\u52a0\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u30bb\u30eb\uff08Cell\uff09\u3068\u306f\u5165\u529b\u30d5\u30a3\u30fc\u30eb\u30c9\uff08\u30c6\u30ad\u30b9\u30c8\u30d5\u30a3\u30fc\u30eb\u30c9\uff09\u306e\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5165\u529b\u3057\u3066\u5b9f\u884c\u3059\u308b\u4e8b\u304c\u51fa\u6765\u307e\u3059\u3002Colab\u306e\u5834\u5408\u3001\u5de6\u4e0a\u306e\u300e\uff0b \u30b3\u30fc\u30c9\u300f\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u4e8b\u3067\u65b0\u898f\u306b\u30bb\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u4e8b\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-7\">\u6ce8\u610f\u70b9\uff1a\u7121\u6599\u7248Colab\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u5236\u9650<\/h2>\n\n\n\n<p>Colab\u306e\u7121\u6599\u7248\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>90\u5206\u9593\u64cd\u4f5c\u304c\u306a\u3044\u3068\u81ea\u52d5\u3067\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u5207\u65ad\u3055\u308c\u307e\u3059<\/strong><\/li>\n\n\n\n<li><strong>12\u6642\u9593\u7d4c\u904e\u3059\u308b\u3068\u5f37\u5236\u7684\u306b\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u7d42\u4e86\u3057\u307e\u3059<\/strong><\/li>\n\n\n\n<li><strong>\u4eee\u60f3\u30de\u30b7\u30f3\u306f\u90fd\u5ea6\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u305f\u3081\u3001\u518d\u63a5\u7d9a\u6642\u306b\u306f\u30c7\u30fc\u30bf\u304c\u6d88\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>\u5bfe\u7b56\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n\n<p>\u30fb\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u5207\u308c\u3066\u3082\u518d\u5b9f\u884c\u3057\u3084\u3059\u3044\u3088\u3046\u3001\u30b3\u30fc\u30c9\u306f\u6574\u7406\u3057\u3066\u304a\u304f<\/p>\n\n\n\n<p>\u30fb\u4f5c\u696d\u4e2d\u306f\u9069\u5ea6\u306b\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<p>\u30fb\u91cd\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u306f\u90fd\u5ea6Google Drive\u306b\u4fdd\u5b58\u3059\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-8\">\u88dc\u8db3\uff1aTPU\u5229\u7528\u306e\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<p>\u7121\u6599\u7248\u3067\u306f TPU \u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u306a\u3044\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u6642\u305f\u307e\u3042\u308a\u307e\u3059\uff08\u6df7\u96d1\u6642\u306f \u201cTPU unavailable\u201d \u3068\u8868\u793a\uff09\u3002\u7814\u7a76\u3084\u5b9f\u52d9\u3067<strong>\u78ba\u5b9f\u306bTPU\u3092\u4f7f\u3044\u305f\u3044\u5834\u5408<\/strong>\u306f\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u512a\u5148\u5ea6\u304c\u9ad8\u3044<strong>Colab Pro \/ Pro+<\/strong>\u3001\u3042\u308b\u3044\u306f\u5f93\u91cf\u8ab2\u91d1\u3067\u5c02\u6709\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u78ba\u4fdd\u3067\u304d\u308b <strong>Google Cloud TPU\uff08Pay-As-You-Go\uff09<\/strong>\u306e\u5229\u7528\u3092\u691c\u8a0e\u3059\u308b\u3068\u5b89\u5fc3\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-9\">\u6709\u6599\u7248Google Colab\u306b\u95a2\u3057\u3066<\/h2>\n\n\n\n<p>Colab\u306b\u306f\u6708\u984d\uffe51,179\u5186\uff5e\u30014\u3064\u306e\u7279\u5fb4\u3092\u5099\u3048\u305f<a href=\"https:\/\/colab.research.google.com\/signup\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u6709\u6599\u7248<\/a>\u30d7\u30e9\u30f3\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Google Colab \u5404\u30d7\u30e9\u30f3\u6bd4\u8f03\u8868<\/strong>\uff082025\u5e746\u6708\u6642\u70b9\uff09<\/p>\n\n\n<div id=\"id-3456906d-fe50-4017-bbc7-6334191fa039\">\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30d7\u30e9\u30f3<\/th><th>\u6708\u984d\u6599\u91d1\uff08\u7a0e\u8fbc\uff09<\/th><th>\u30bb\u30c3\u30b7\u30e7\u30f3\u4e0a\u9650<\/th><th>GPU\/TPU\u5229\u7528<\/th><th>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u5b9f\u884c<\/th><th>\u7279\u5fb4<\/th><\/tr><\/thead><tbody><tr><td>\u7121\u6599\u7248<\/td><td>\u00a50<\/td><td>\u7d0490\u5206\uff5e12\u6642\u9593<\/td><td>\u25ef\uff08\u6761\u4ef6\u4ed8\u304d\u3067GPU\/TPU\u5229\u7528\u53ef\uff09<\/td><td>\u00d7<\/td><td>\u624b\u8efd\u306b\u59cb\u3081\u3089\u308c\u308b\u304c\u5236\u9650\u3042\u308a<\/td><\/tr><tr><td>Colab Pro<\/td><td>\u00a51,179\uff0f\u6708<\/td><td>\u7d0424\u6642\u9593<\/td><td>\u25ef\uff08GPU\u512a\u5148\u5229\u7528\uff09<\/td><td>\u00d7<\/td><td>\u9577\u6642\u9593\u4f5c\u696d\u5411\u304d\u306e\u5b89\u5b9a\u74b0\u5883<\/td><\/tr><tr><td>Colab Pro+<\/td><td>\u00a55,767\uff0f\u6708<\/td><td>\u7d0424\u6642\u9593<\/td><td>\u25ef\uff08\u6700\u512a\u5148GPU\uff0fTPU\uff09<\/td><td>\u25ef<\/td><td>\u9ad8\u6027\u80fd\uff06\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u5bfe\u5fdc<\/td><\/tr><tr><td>Pay\u2011As\u2011You\u2011Go\uff08Compute Units\uff09<\/td><td>\u00a51,179\uff0f100\u202fUnits \u4f7f\u7528\u5206<\/td><td>\u30bb\u30c3\u30b7\u30e7\u30f3\u306f\u7121\u6599\u7248\u3068\u540c\u7b49<\/td><td>\u25ef\uff08GPU\/TPU\u542b\u3080\u8ab2\u91d1\u5bfe\u8c61\uff09<\/td><td>\u00d7<\/td><td>\u5f93\u91cf\u8ab2\u91d1\u578b\u3067\u5fc5\u8981\u306a\u5206\u3060\u3051\u4f7f\u3048\u308b<\/td><\/tr><tr><td>Google Cloud TPU\uff08GCP\u5f93\u91cf\u8ab2\u91d1\u578b\uff09<\/td><td>$1.46\uff5e3.24\uff0f\u6642\u9593\uff08\u7d04\u00a5210\uff5e470\u5186\uff09\u203b\u70ba\u66ff\u306b\u3088\u308a\u5909\u52d5<\/td><td>GCP\uff08Google Cloud Platform\uff09\u306e\u4ed5\u69d8\u306b\u6e96\u305a\u308b<\/td><td>\u25ef\uff08Cloud TPU\u30ce\u30fc\u30c9\u8ab2\u91d1\uff09<\/td><td>\u00d7\uff08\u74b0\u5883\u306b\u3088\u308a\u53ef\uff09<\/td><td>\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u5411\u3051\u672c\u683cTPU\u5229\u7528\u53ef<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<p>\u203b\u6700\u65b0\u60c5\u5831\u306f<a href=\"https:\/\/colab.research.google.com\/signup?hl=ja\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u203bGoogle Cloud TPU\u306e\u4fa1\u683c\u306f\u3001\u7c73\u30c9\u30eb\uff08USD\uff09\u3067\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u65e5\u672c\u5186\u3067\u306e\u56fa\u5b9a\u8868\u793a\u306f\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u8868\u5185\u306e\u300c\u7d04\u00a5210\uff5e470\u300d\u306f\u30012025\u5e746\u6708\u6642\u70b9\u306e\u70ba\u66ff\u30ec\u30fc\u30c8\uff081\u30c9\u30eb\uff1d\u7d04145\u5186\uff09\u306b\u57fa\u3065\u304f\u6982\u7b97\u3067\u3042\u308a\u3001<strong>\u6771\u4eac\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u5229\u7528\u3057\u305f\u5834\u5408\u306e\u53c2\u8003\u4fa1\u683c<\/strong>\u3067\u3059\u3002<br>TPU\u306e\u6599\u91d1\u306f\u5229\u7528\u3059\u308b<strong>\u30ea\u30fc\u30b8\u30e7\u30f3\uff08\u5730\u57df\uff09\u306b\u3088\u3063\u3066\u7570\u306a\u308a<\/strong>\u3001\u305f\u3068\u3048\u3070\u7c73\u56fd\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u306f\u3088\u308a\u5b89\u4fa1\u306b\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u5b9f\u969b\u306e\u8acb\u6c42\u91d1\u984d\u306f\u3001\u652f\u6255\u3044\u6642\u70b9\u306e\u70ba\u66ff\u30ec\u30fc\u30c8\u3068\u5229\u7528\u5730\u57df\u306b\u3088\u308a\u5909\u52d5\u3057\u307e\u3059\u306e\u3067\u3001\u8a73\u7d30\u306f<a href=\"https:\/\/cloud.google.com\/tpu\/pricing?hl=ja\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Cloud TPU \u306e\u6599\u91d1<\/a>\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u7121\u6599\u7248\u3067\u3082\u5341\u5206\u3067\u3059\u304c\u3001\u3088\u308a\u9577\u6642\u9593\u5229\u7528\u3057\u305f\u3044\u5834\u5408\u306a\u3069\u306b\u3054\u6d3b\u7528\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u95a2\u9023\uff1a<a href=\"https:\/\/aiacademy.jp\/media\/?p=2343\" target=\"_blank\" rel=\"noopener\" title=\"\">\u3010Google Colab\u3011Colab \u3067 R \u3092\u4f7f\u304a\u3046<\/a><\/p>\n\n\n\n<p>\u95a2\u9023\uff1a<a href=\"https:\/\/aiacademy.jp\/media\/?p=1460\" target=\"_blank\" rel=\"noopener\" title=\"\">\u3010Google Colaboratory\u3011Google \u30c9\u30e9\u30a4\u30d6\u3092\u30de\u30a6\u30f3\u30c8\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\uff01<\/a><\/p>\n\n\n\n<p>\u95a2\u9023\uff1a<a href=\"https:\/\/aiacademy.jp\/texts\/show\/?id=857\" target=\"_blank\" rel=\"noopener\" title=\"\">Google Colab\u5165\u9580\uff08Google Colaboratory\uff09<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-10\">Google Colab\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\uff08FAQ\uff09<\/h2>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q1. Google Colab\u3092\u4f7f\u3046\u306b\u306f\u4f55\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/span><\/strong><br>A1. Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3055\u3048\u3042\u308c\u3070\u3059\u3050\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u4e0d\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q2. GPU\u3092\u4f7f\u3046\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/span><\/strong><br>A2. \u30e1\u30cb\u30e5\u30fc\u306e\u300c\u30e9\u30f3\u30bf\u30a4\u30e0\u300d\u2192\u300c\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u30bf\u30a4\u30d7\u3092\u5909\u66f4\u300d\u3067\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u3092\u300cGPU\u300d\u306b\u8a2d\u5b9a\u3059\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q3. \u7121\u6599\u7248\u3068\u6709\u6599\u7248\uff08Pro\uff09\u306e\u9055\u3044\u306f\uff1f<\/span><\/strong><br>A3. \u7121\u6599\u7248\u3067\u3082\u57fa\u672c\u7684\u306a\u5b66\u7fd2\u3084\u958b\u767a\u306f\u53ef\u80fd\u3067\u3059\u304c\u3001\u6709\u6599\u7248\u306f\u3088\u308a\u9ad8\u6027\u80fd\u306a\u30de\u30b7\u30f3\u3084\u9577\u6642\u9593\u306e\u9023\u7d9a\u4f7f\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q4. \u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u5207\u308c\u3066\u3057\u307e\u3063\u305f\u3089\u3069\u3046\u306a\u308a\u307e\u3059\u304b\uff1f<\/span><\/strong><br>A4. \u7d0490\u5206\u64cd\u4f5c\u304c\u306a\u3044\u3068\u4eee\u60f3\u30de\u30b7\u30f3\u304c\u30ea\u30bb\u30c3\u30c8\u3055\u308c\u3001\u4fdd\u5b58\u3057\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u3084\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u521d\u671f\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q5. Colab\u3067\u4f5c\u3063\u305f\u30b3\u30fc\u30c9\u306f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u304b\uff1f<\/span><\/strong><br>A5. \u300c\u30d5\u30a1\u30a4\u30eb\u300d\u30e1\u30cb\u30e5\u30fc\u304b\u3089 .ipynb \u3084 .py \u5f62\u5f0f\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q6. Google Colab Pro \/ Pro+ \u306f\u3069\u3093\u306a\u4eba\u306b\u304a\u3059\u3059\u3081\u3067\u3059\u304b\uff1f<\/span><\/strong><br>A. \u9577\u6642\u9593\u306e\u5b66\u7fd2\u30fb\u5b9f\u9a13\u3092\u884c\u3046\u65b9\u3084\u3001GPU\/TPU\u306e\u512a\u5148\u5229\u7528\u304c\u5fc5\u8981\u306a\u65b9\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u7121\u6599\u7248\u3067\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u6642\u9593\u304c\u9650\u3089\u308c\u307e\u3059\u304c\u3001\u6709\u6599\u7248\u3067\u306f\u30ea\u30bd\u30fc\u30b9\u306e\u5b89\u5b9a\u5229\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q7. GPU\u304c\u4f7f\u3048\u306a\u3044\uff0f\u5272\u308a\u5f53\u3066\u3089\u308c\u306a\u3044\u3068\u304d\u306f\uff1f<\/span><\/strong><br>A. \u6df7\u96d1\u72b6\u6cc1\u306b\u3088\u308aGPU\u304c\u5229\u7528\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u969b\u306fCPU\u74b0\u5883\u3067\u9032\u3081\u308b\u304b\u3001\u3057\u3070\u3089\u304f\u6642\u9593\u3092\u7f6e\u3044\u3066\u518d\u8a66\u884c\u3059\u308b\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u6709\u6599\u30d7\u30e9\u30f3\u3078\u306e\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3082\u4e00\u3064\u306e\u9078\u629e\u80a2\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-11\"><strong>\u3055\u3089\u306b\u5b66\u3073\u305f\u3044\u65b9\u3078<\/strong><\/h2>\n\n\n\n<p>AI Academy\u306e\u30d5\u30ea\u30fc\u30d7\u30e9\u30f3\u306b\u767b\u9332\u3059\u308b\u3068\u3001Google Colab\u306e\u64cd\u4f5c\u3092\u3055\u3089\u306b\u6df1\u304f\u5b66\u3079\u308b\u8a73\u7d30\u30ac\u30a4\u30c9\u300c<a title=\"Google Colab\u5165\u9580\uff08Google Colaboratory\uff09\" href=\"https:\/\/aiacademy.jp\/texts\/show\/?id=857&amp;context=subject-dev\" target=\"_blank\" rel=\"noopener\">Google Colab\u5165\u9580\uff08Google Colaboratory\uff09<\/a>\u300d\u3092\u7121\u6599\u3067\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b\u89e3\u8aac\u3057\u305f\u5185\u5bb9\u3067\u3001\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u529b\u304c\u8eab\u306b\u3064\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8a73\u7d30\u30ac\u30a4\u30c9\u300c<a title=\"Google Colab\u5165\u9580\uff08Google Colaboratory\uff09\" href=\"https:\/\/aiacademy.jp\/texts\/show\/?id=857&amp;context=subject-dev\" target=\"_blank\" rel=\"noopener\">Google Colab\u5165\u9580\uff08Google Colaboratory\uff09<\/a>\u300d\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u5b66\u3079\u307e\u3059\u3002\uff08\u753b\u50cf\u306f\u4e00\u90e8\u629c\u7c8b\u3067\u3059\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"696\" height=\"960\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-6.png\" alt=\"\" class=\"wp-image-7707\" style=\"width:404px;height:auto\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-6.png 696w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/01\/image-6-218x300.png 218w\" sizes=\"auto, (max-width: 696px) 100vw, 696px\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-12\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>Google Colab\u306f\u3001Python\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u624b\u8efd\u306b\u59cb\u3081\u3089\u308c\u308b\u7121\u6599\u306e\u958b\u767a\u74b0\u5883\u3067\u3059\u3002\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4f5c\u6210\u3084GPU\u5229\u7528\u306a\u3069\u3001\u521d\u5fc3\u8005\u3067\u3082\u3059\u3050\u306b\u8a66\u305b\u308b\u6a5f\u80fd\u304c\u8c4a\u5bcc\u306b\u305d\u308d\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305a\u306f\u6c17\u8efd\u306b\u89e6\u3063\u3066\u307f\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u5229\u4fbf\u6027\u3092\u5b9f\u611f\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-13\">\u2728AI\u4eba\u6750\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/h2>\n\n\n\n<p>Python\u306e\u57fa\u790e\u304b\u3089\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001LLM\u30a2\u30d7\u30ea\u958b\u767a\u307e\u3067\u309240\u6642\u9593\u4ee5\u4e0a\u306e\u5b9f\u8df5\u52d5\u753b\u3067\u4f53\u7cfb\u7684\u306b\u5b66\u3079\u307e\u3059 <br>\u521d\u5fc3\u8005\u304b\u3089\u30d7\u30ed\u3092\u76ee\u6307\u3059\u65b9\u307e\u3067\u5bfe\u5fdc\u3059\u308b\u30d7\u30e9\u30f3\u304c\u63c3\u3063\u3066\u304a\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u672a\u7d4c\u9a13\u8005\u306b\u3082\u5b89\u5fc3\u306e\u5185\u5bb9\u3067\u3059 \u3002<\/p>\n\n\n\n<p><strong>AI\u4eba\u6750\u30b3\u30fc\u30b9<\/strong>\u306e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3084\u6599\u91d1\u3001\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u306e\u9055\u3044\u3092\u3001\u3072\u3068\u76ee\u3067\u628a\u63e1\u3067\u304d\u308b<strong>\u53d7\u8b1b\u30ac\u30a4\u30c9<\/strong>\u3092\u3054\u7528\u610f\u3057\u307e\u3057\u305f\u3002\u3044\u307e\u306a\u3089\u3001\u5272\u5f15\u30af\u30fc\u30dd\u30f3\u4ed8\u304d\u3067\u516c\u5f0fLINE\u304b\u3089\u53d7\u3051\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/lin.ee\/3E4GzWk\" target=\"_blank\" rel=\" noreferrer noopener nofollow\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/04\/aigeneral3-2-1024x571.jpg\" alt=\"\" class=\"wp-image-7629\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/04\/aigeneral3-2-1024x571.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/04\/aigeneral3-2-300x167.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/04\/aigeneral3-2-768x429.jpg 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/04\/aigeneral3-2-1536x857.jpg 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/04\/aigeneral3-2-2048x1143.jpg 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2025\/04\/aigeneral3-2-940x524.jpg 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u306f\u3001\u7d046\uff5e8\u5206\u3067\u8aad\u3081\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u308f\u304b\u308b\u3053\u3068\u30fbGoogle Colab\u306e\u57fa\u672c\u7684\u306a\u7279\u5fb4\u3068\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4f7f\u3044\u65b9\u30fbGPU\u8a2d\u5b9a\u3084\u30b3\u30fc\u30c9\u306e\u4fdd\u5b58\u30fb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306a\u3069\u306e\u4fbf\u5229\u6a5f\u80fd\u30fb\u7121\u6599\u7248\u3068\u6709\u6599\u30d7\u30e9\u30f3\uff08Pro\/Pro+\uff09\u306e\u9055\u3044\u3084 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":7692,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85,170],"tags":[],"class_list":{"0":"post-1037","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-python","8":"category-google-colaboratory"},"_links":{"self":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1037"}],"version-history":[{"count":32,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1037\/revisions"}],"predecessor-version":[{"id":7710,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1037\/revisions\/7710"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/media\/7692"}],"wp:attachment":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}