{"id":4501,"date":"2024-02-14T17:52:54","date_gmt":"2024-02-14T08:52:54","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=4501"},"modified":"2024-02-14T17:58:09","modified_gmt":"2024-02-14T08:58:09","slug":"google-colab-enterprise","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/google-colab-enterprise\/","title":{"rendered":"Google Colab Enterprise\u306b\u3064\u3044\u3066\u5fb9\u5e95\u8abf\u67fb"},"content":{"rendered":"\n

\u65b0\u3057\u304fEnterprise\u7248\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fGooogle Colab\u3092\u30d7\u30e9\u30f3\u3054\u3068\u306e\u9055\u3044\u3092\u8a73\u3057\u304f\u8abf\u67fb\u30fb\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u306fBigQuery\u3068\u306e\u7d71\u5408\u3001\u4ed6\u306e\u30d7\u30e9\u30f3\u30fbVertexAI Workbench\u3068\u306e\u6bd4\u8f03\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n

\u306f\u3058\u3081\u306b<\/h2>\n

\u65b0\u3057\u304fEnterprise\u7248\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fGooogle Colab\u3092\u30d7\u30e9\u30f3\u3054\u3068\u306e\u9055\u3044\u3092\u8a73\u3057\u304f\u8abf\u67fb\u30fb\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002
\r\nGoogle Colab\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u306a\u3069\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306b\u3068\u3063\u3066\u3001\u975e\u5e38\u306b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3053\u306e\u65b0\u3057\u3044enterprise\u7248\u3067\u306f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306e\u51e6\u7406\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

Enterprise\u7248\u3067\u306f\u3001\u8c4a\u5bcc\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u63d0\u4f9b\u3055\u308c\u3001\u9ad8\u901f\u3067\u52b9\u7387\u7684\u306a\u4f5c\u696d\u304c\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3067\u3082\u5f37\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u91cd\u8981\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u306b\u3082\u5b89\u5fc3\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n

\u3055\u3089\u306b\u3001Enterprise\u7248\u3067\u306f\u3001\u30c1\u30fc\u30e0\u3067\u306e\u5171\u540c\u4f5c\u696d\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u6642\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u30b3\u30fc\u30c9\u3084\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5171\u6709\u3057\u306a\u304c\u3089\u3001\u52b9\u7387\u7684\u306b\u4f5c\u696d\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n

\u3053\u3053\u3067\u306fBigQuery\u3068\u306e\u7d71\u5408\u3001\u4ed6\u306e\u30d7\u30e9\u30f3\u30fbVertexAI Workbench\u3068\u306e\u6bd4\u8f03\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n

Google Colaboratory\u3068\u306f<\/h2>\n

Colaboratory\u3078\u3088\u3046\u3053\u305d<\/a> <\/span>\u3088\u308a<\/p>\r\n

\r\n

Colab\uff08\u6b63\u5f0f\u540d\u79f0\u300cColaboratory\u300d\uff09\u3067\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067 Python \u3092\u8a18\u8ff0\u3001\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u6a5f\u80fd\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\r\n

\u30fb\u74b0\u5883\u69cb\u7bc9\u304c\u4e0d\u8981
\r\n\u30fbGPU \u306b\u6599\u91d1\u306a\u3057\u3067\u30a2\u30af\u30bb\u30b9
\r\n\u30fb\u7c21\u5358\u306b\u5171\u6709<\/p>\r\n

Colab \u306f\u3001\u5b66\u751f\u304b\u3089\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001AI \u30ea\u30b5\u30fc\u30c1\u30e3\u30fc\u307e\u3067\u3001\u7686\u3055\u3093\u306e\u4f5c\u696d\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002<\/p>\r\n<\/blockquote>\r\n

\u7c21\u5358\u306b\u3044\u3046\u3068
\r\n\u2705 \u3059\u3050\u306bPython\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u3067\u304d\u308b
\r\n\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u8d85\u7d76\u7c21\u5358\u306b\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u3067\u3001\u57fa\u672c\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306a\u3089\u6700\u521d\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b<\/p>\r\n

\u2705 \u6642\u9593\u306e\u304b\u304b\u308b\u51e6\u7406\u3067\u3082\u3001\u3042\u308b\u7a0b\u5ea6\u65e9\u304f\u5b9f\u884c\u3067\u304d\u308b
\r\n\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u3082\u3001Google\u306e\u9ad8\u6027\u80fd\u30b5\u30fc\u30d0\u30fc\u4e0a\u306eGPU\u3067\u52d5\u4f5c\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081<\/p>\r\n

\u2705 URL\u3067\u5171\u6709\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd
\r\n\u30d6\u30e9\u30a6\u30b6\u3067\u52d5\u304f\u305f\u3081\u3001\u30c7\u30d0\u30a4\u30b9\u3084OS\u306b\u3088\u308b\u5f71\u97ff\u3092\u53d7\u3051\u306a\u3044<\/p>\r\n

 <\/p>\n\n

\u30d7\u30e9\u30f3\u306b\u3064\u3044\u3066<\/h2>\n

4\u3064\u30d7\u30e9\u30f3\u3042\u308b\u304c\u3053\u3053\u3067\u306fColab Pro\u3068Colab Enterprise\u306b\u3064\u3044\u3066\u8a73\u7d30\u3092\u8aac\u660e<\/p>\r\n

\"\"<\/p>\r\n

 <\/p>\r\n

<\/p>\n\n

Colab Pro<\/h2>\n

\u2705 1\u30f6\u6708\u3042\u305f\u308a\u00a51,179<\/strong>
\r\n\u2705 100\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\u4f7f\u7528\u53ef\u80fd<\/strong><\/p>\r\n

\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\u3068\u306f<\/em><\/p>\r\n

\r\n

GPU\u4f7f\u7528\u91cf\u306e\u5358\u4f4d\u306e\u3053\u3068
\r\n\u3000\u3000GPU\u306e\u6027\u80fd(T4, V100, A100) \u00d7 \u6642
\r\nGPU\u306e\u6027\u80fd
\r\n\u3000\u3000T4 \u2192 V100 \u2192 A100\u306e\u9806\u3067\u6027\u80fd\u304c\u826f\u304f\u5b9f\u884c\u51e6\u7406\u304c\u901f\u3044
\r\n\u7121\u8ab2\u91d1\u3067\u4f7f\u7528\u53ef\u80fd\u306aGPU\u2192T4
\r\n\u3000\u30001h\u3042\u305f\u308a1.96\u4f7f\u7528
\r\n\u3000\u3000100\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\u3067\u7d0451\u6642\u9593\u4f7f\u7528\u53ef\u80fd
\r\n\u8ab2\u91d1\u3059\u308b\u3053\u3068\u3067\u4f7f\u7528\u53ef\u80fd\u306aGPU\u2192V100, A100(\u4ee5\u4e0bA100\u306e\u5834\u5408)
\r\n\u3000\u30001h\u3042\u305f\u308a15.04\u4f7f\u7528
\r\n\u3000\u3000100\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\u3067\u7d046\u6642\u9593\u4f7f\u7528\u53ef\u80fd<\/p>\r\n<\/blockquote>\r\n

\u2705 A100\u3084V100\u306e\u3088\u308a\u5f37\u529b\u306aGPU\u3092\u4f7f\u7528\u53ef\u80fd\u306b \u2192 \u5b9f\u884c\u901f\u5ea6\u304c\u901f\u304f\u306a\u308b<\/strong><\/p>\r\n

\"\"<\/p>\r\n

\u2705 \u5927\u91cf\u30c7\u30fc\u30bf\u7528\u306e\u30e1\u30e2\u30ea\u304c\u4f7f\u7528\u3067\u304d\u3001\u4f7f\u7528\u6642\u9593\u306f\u6700\u957724\u6642\u9593<\/strong><\/p>\r\n

\u2705 \u30bf\u30fc\u30df\u30ca\u30eb\u304c\u4f7f\u7528\u53ef\u80fd\u306b<\/strong>
\r\n\u81ea\u524d\u306eGPU\u3092\u4f7f\u3046\u5834\u5408
\r\n\u2192\u30de\u30b7\u30f3\u3092\u7528\u610f\u3001\u96fb\u6c17\u4ee3\u3001\u5834\u6240\u3001\u6bce\u5e74\u65b0\u3057\u3044\u3082\u306e\u304c\u51fa\u3066\u304f\u308b\u2026 \u3000
\r\nGPU\u7b49\u306b\u3053\u3060\u308f\u308a\u306f\u306a\u3044\u304c\u958b\u767a\u74b0\u5883\u304c\u6b32\u3057\u3044 \u3000
\r\n\u30b5\u30d6\u30b9\u30af\u5236\u306e\u65b9\u304c\u30b3\u30b9\u30d1\u304c\u3044\u3044\u306e\u3067\u306f\uff1f<\/p>\r\n

\u2705 \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u30a2\u30b7\u30b9\u30c8\u3057\u3066\u304f\u308c\u308b\u300cColb AI\u300d\u3092\u4f7f\u7528\u53ef\u80fd\u306b<\/strong>
\r\n\u30c6\u30ad\u30b9\u30c8\u3067\u6307\u793a\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u5bfe\u5fdc\u3059\u308b\u30b3\u30fc\u30c9\u304c\u751f\u6210\u3055\u308c\u308b<\/p>\r\n

\u4f8b\uff09\u300c\u30d5\u30a3\u30dc\u30ca\u30c3\u30c1\u6570\u5217\u306en\u756a\u76ee\u3092\u8a08\u7b97\u3059\u308b\u95a2\u6570\u300d\u3068\u3044\u3046\u6307\u793a
\r\n\u3000\u3000\u3000\u2192\u30d5\u30a3\u30dc\u30ca\u30c3\u30c1\u6570\u5217\u306en\u756a\u76ee\u3092\u8a08\u7b97\u3059\u308b\u95a2\u6570\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u304f\u308c\u308b<\/p>\r\n

\u2705 AI\u306b\u3088\u308b\u81ea\u52d5\u88dc\u5b8c\u6a5f\u80fd<\/strong>
\r\n\u300cGitHub Copilot\u300d\u3068\u540c\u69d8\u3001\u5165\u529b\u3057\u305f\u95a2\u6570\u540d\u3084\u3053\u308c\u307e\u3067\u306e\u30b3\u30fc\u30c9\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u7684\u306b\u63d0\u6848\u3057\u3066\u304f\u308c\u308b<\/p>\r\n

\"\"<\/p>\r\n

 <\/p>\r\n

<\/p>\n\n

Colab Pro+<\/h2>\n

\u2705 1\u30f6\u6708\u3042\u305f\u308a\u00a55,767<\/strong><\/p>\r\n

\u2705 400\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30e6\u30cb\u30c3\u30c8\u8ffd\u52a0 \u2192 \u5408\u8a08500\u30e6\u30cb\u30c3\u30c8\u4f7f\u7528\u53ef\u80fd<\/strong><\/p>\r\n

\u2705 Pro\u306e\u6a5f\u80fd\u306b\u52a0\u3048\u3066\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u5b9f\u884c\u304c\u53ef\u80fd<\/strong>
\r\n\u30d6\u30e9\u30a6\u30b6\u3092\u9589\u3058\u3066\u3082\u6700\u592724\u6642\u9593\u7a3c\u50cd\u3057\u7d9a\u3051\u308b<\/p>\r\n

<\/p>\n\n

Colab Enterprise<\/h2>\n

Google Cloud \u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u6a5f\u80fd\u3092\u5099\u3048\u305f\u5171\u540c\u7ba1\u7406\u578b\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u74b0\u5883<\/p>\r\n

\u2705 \u5f93\u91cf\u8ab2\u91d1\u5236(\u4ee5\u4e0b\u53f0\u6e7e\u30ea\u30fc\u30b8\u30e7\u30f3\u306e\u6599\u91d1)<\/strong><\/p>\r\n

CPU\uff08\u30de\u30b7\u30f3\u30bf\u30a4\u30d7\uff1aN1\uff09\uff1a$0.0439224\uff08vCPU \/ \u6642\u9593\uff09
\r\n\u30e1\u30e2\u30ea\uff08\u30de\u30b7\u30f3\u30bf\u30a4\u30d7\uff1aN1\uff09\uff1a$0.0058872\uff08GB \/ \u6642\u9593\uff09 \u30c7\u30a3\u30b9\u30af\uff08\u6a19\u6e96\u6c38\u7d9a\u30c7\u30a3\u30b9\u30af\uff09\uff1a$0.048\uff08GB \/ \u6708\uff09<\/p>\r\n

\u5927\u307e\u304b\u306b\u8a00\u3046\u3068\u300c\u4f01\u696d\u5229\u7528\u5411\u3051\u306eColaboratory<\/strong>\u300d<\/p>\r\n

\u2705 IAM(Identity and Access Management)\u306b\u3088\u308b\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/strong><\/p>\r\n

ID\u3068\u30a2\u30af\u30bb\u30b9\u6a29\u3092\u7ba1\u7406\u3059\u308b\u6a5f\u80fd\u3067\u3001\u8ab0\u304c\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u306e\u304b\u3092\u8a31\u53ef\u30fb\u62d2\u5426\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u5fc5\u8981\u306a\u4eba\u306b\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u6a29\u9650\u306e\u307f\u3092\u4ed8\u4e0e\u3059\u308b\u3053\u3068\u3067\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u904b\u7528\u9762\u306b\u304a\u3051\u308b\u30e1\u30ea\u30c3\u30c8\u304c\u9ad8\u3044\u3002<\/p>\r\n

\u5358\u4e00\u306e\u30e6\u30fc\u30b6\u30fc\u3001Google \u30b0\u30eb\u30fc\u30d7\u3001\u307e\u305f\u306f Google Workspace \u30c9\u30e1\u30a4\u30f3\u3068\u5171\u6709\u304c\u3067\u304d\u308b<\/p>\r\n

\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e6\u30fc\u30b6\u30fc\u3054\u3068\u306e\u500b\u5225\u8a2d\u5b9a\u304c\u53ef\u80fd \u30e6\u30fc\u30b6\u30fcA\uff1a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u898b\u308b\u3060\u3051\u306e\u6a29\u9650 \u30e6\u30fc\u30b6\u30fcB\uff1a\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3067\u304d\u308b\u6a29\u9650 \u30e6\u30fc\u30b6\u30fcC\uff1a\u30b3\u30fc\u30c9\u3092\u7de8\u96c6\u3059\u308b\u6a29\u9650<\/p>\r\n

\u2705 \u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u5730\u57df\u3092\u9078\u629e<\/strong>
\r\n\u500b\u4eba\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u30c7\u30fc\u30bf\u306a\u3069\u3001\u6cd5\u5f8b\u306e\u89b3\u70b9\u304b\u3089\u7279\u5b9a\u306e\u5730\u57df\u306b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306b\u4fbf\u5229<\/p>\r\n

\u2705 Vertex AI\u3084BigQuery\u3068\u306e\u7d71\u5408<\/strong>
\r\n<\/span><\/p>\r\n

\u30fbBigQuery\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b
\r\n\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001BigQuery\u306b\u5bfe\u3057\u3066SQL\u3092\u5b9f\u884c\u3057\u3001\u4f7f\u3044\u6163\u308c\u305fpandas\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u5f62\u5f0f\u3067\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c
\r\n\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308bVertexAI\u306b\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4
\r\n\u30fbscikit-learn\u306e\u3088\u3046\u306a\u64cd\u4f5c\u611f\u3067BigQuery\u306b\u7d71\u5408\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd\u3067\u3042\u308bBigQueryML\u3092\u64cd\u4f5c<\/p>\r\n

\u7169\u308f\u3057\u3044\u8a8d\u8a3c\u4f5c\u696d\u304c\u4e0d\u8981\u3067\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4e0a\u304b\u3089Vertex AI\u306e\u6a5f\u80fd\u3092\u547c\u3073\u51fa\u305b\u308b<\/strong><\/p>\r\n

<\/p>\n\n

Colab Enterprise\u3092\u5b9f\u969b\u306b\u4f7f\u3063\u3066\u307f\u308b<\/h2>\n

\u59cb\u3081\u308b\u524d\u306b<\/strong><\/p>\r\n

    \r\n\t
  1. Google Cloud\u3092\u521d\u3081\u3066\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u30a2\u30ab\u30a6\u30f3\u30c8<\/span><\/a><\/span>\u3092<\/span>\u4f5c\u6210<\/li>\r\n\t
  2. Google Cloud Console[\u30d7\u30ed\u30b8\u30a7\u30af\u30c8 \u30bb\u30ec\u30af\u30bf] \u30da\u30fc\u30b8<\/span><\/span><\/a>\u3067\u3001Google Cloud \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u629e\u307e\u305f\u306f\u4f5c\u6210
    \r\n
    \r\n\"\"<\/li>\r\n\t
  3. Vertex AI, Dataform, and Compute Engine API \u3092\u6709\u52b9\u306b\u3059\u308b
    \r\n
    \r\n\"\"<\/li>\r\n<\/ol>\n\n

    BigQuery\u3068\u306e\u7d71\u5408<\/h2>\n

    BigQuery\u3068\u306f<\/strong><\/p>\r\n

    Google Cloud\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9 \u74b0\u5883\u69cb\u7bc9\u304c\u4e0d\u8981\u3067\u624b\u8efd\u306b\u5229\u7528\u3067\u304d\u308b \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066SQL\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9<\/p>\r\n

    2023\u5e748\u670829\u65e5\u306bBigQuery Studio\u306e\u30ea\u30ea\u30fc\u30b9\u304c\u767a\u8868\u3055\u308c\u305f\u3002\u4eca\u56de\u306fBigQuery Studio\u306b\u65b0\u3057\u304f\u8ffd\u52a0\u3055\u308c\u305f\u300cColab Enterprise \u3092\u4f7f\u7528\u3057\u3066\u69cb\u7bc9\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f Python \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u300d\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3059\u308b\u3002
    \r\n\"\"
    \r\n<\/p>\r\n

    BigQuery\u306e\u30c7\u30fc\u30bf\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u64cd\u4f5c<\/strong>
    \r\n\u4eca\u56de\u306f    \u56fd\u7a0e\u5e81 \u6cd5\u4eba\u756a\u53f7\u516c\u8868\u30b5\u30a4\u30c8<\/span><\/span><\/a>\u304b\u3089\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b
    \r\n\"\"
    \r\n\u3053\u306eBigQuery\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u306e\u691c\u51fa\u3001\u63a2\u7d22\u3001\u5206\u6790\u3001\u63a8\u8ad6\u306e\u5b9f\u884c\u3092\u5bb9\u6613\u306b\u3059\u308bPython\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u3067\u30e9\u30f3\u30bf\u30a4\u30e0\u3092\u63d0\u4f9b\u3057\u3066\u7d44\u307f\u8fbc\u307f\u307e\u3067\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304f\u308c\u308b\u3002
    \r\n\"\"
    \r\n\"\"
    \r\n<\/p>\r\n

    \u3053\u3053\u304b\u3089\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3060\u304cEnterprise\u306eAI\u306b\u3088\u308b\u81ea\u52d5\u88dc\u5b8c\u6a5f\u80fd\u304c\u4f7f\u7528\u3067\u304d\u306a\u3044\u3002\u4f7f\u7528\u3057\u305f\u3044\u5834\u5408\u306f\u79fb\u52d5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002
    \r\nGoogle Cloud \u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u3001Colab Enterprise \u306e     [\u30ce\u30fc\u30c8\u30d6\u30c3\u30af] \u30da\u30fc\u30b8<\/a><\/span>\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002
    \r\n\u30ea\u30fc\u30b8\u30e7\u30f3\u3092BigQuery\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u540c\u3058\u306b\u5408\u308f\u305b\u308b\u3068\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u304c\u51fa\u3066\u304d\u3066\u3001AI\u81ea\u52d5\u88dc\u5b8c\u6a5f\u80fd\u304c\u4f7f\u7528\u3067\u304d\u308b\u3002
    \r\n\"\"<\/p>\r\n

    \u4f5c\u6210\u3057\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5171\u6709\u3059\u308b<\/strong>
    \r\n\"\"<\/p>\r\n

    [\u5171\u6709]\u3067\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u6a29\u9650\u306e\u7de8\u96c6\u304c\u53ef\u80fd\u3002\u30a2\u30af\u30bb\u30b9\u6a29\u3092\u4ed8\u4e0e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002
    \r\n[\u30ea\u30f3\u30af\u3092\u53d6\u5f97]\u3067\u30ea\u30f3\u30af\u3067\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u5171\u6709\u304c\u53ef\u80fd\u3067\u3001\u30c7\u30d0\u30a4\u30b9\u3084OS\u306e\u5dee\u7570\u306b\u56f0\u308b\u3053\u3068\u306a\u304f\u30b3\u30fc\u30c9\u3092\u5171\u6709\u30fb\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\r\n

     <\/p>\n\n

    VertexAI Workbench\u3068\u6bd4\u8f03<\/h2>\n

    Google\u306e\u4e2d\u3067\u3082AI\u306e\u958b\u767a\u74b0\u5883\u3068\u3057\u3066VertexAI workbench\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3068\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n

    \u8a66\u3057\u306b\u4e00\u3064\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\r\n

      \r\n\t
    1. \u74b0\u5883\u306e\u8a2d\u5b9a
      \r\n\"\"<\/li>\r\n\t
    2. \u30de\u30b7\u30f3\u30bf\u30a4\u30d7\u306e\u8a2d\u5b9a
      \r\n\"\"<\/li>\r\n\t
    3. \u30c7\u30a3\u30b9\u30af\u306e\u8a2d\u5b9a
      \r\n\"\"<\/li>\r\n<\/ol>\r\n

      Workbench\u306f\u8272\u3005Notebook\u74b0\u5883\u3092\u67d4\u8edf\u306b\u8a2d\u5b9a\u3067\u304d\u308b
      \r\nColab Enterprise\u306f\u74b0\u5883\u306e\u7ba1\u7406\u304c\u4e0d\u8981\u3067\u9ad8\u3044\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0b\u3067\u5b9f\u884c\u3067\u304d\u308b<\/p>\r\n

      \u300cNotebook\u74b0\u5883\u3092\u67d4\u8edf\u306b\u8a2d\u5b9a\u3057\u305f\u3044\u300d\u2192Workbench<\/strong>
      \r\n\u300c\u74b0\u5883\u306e\u7ba1\u7406\u306f\u4e0d\u8981\u3001Google Cloud\u74b0\u5883\u3067\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5f37\u304fNotebook\u3092\u4f7f\u3044\u305f\u3044(\u4f01\u696d\u3080\u3051)\u300d\u2192Colab Enterprise<\/strong><\/p>\r\n

      \u300c\u74b0\u5883\u306e\u7ba1\u7406\u306f\u4e0d\u8981\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3082\u7279\u306b\u8003\u3048\u308b\u5fc5\u8981\u306a\u3057\u3001\u3068\u306b\u304b\u304f\u624b\u8efd\u306bNotebook\u3092\u4f7f\u3044\u305f\u3044\u300d\u2192Colaboratory<\/strong><\/p>\r\n

      <\/p>\n\n

      Colab Enterprise\u307e\u3068\u3081<\/h2>\n

      \u2705 \u4f01\u696d\u5229\u7528\u5411\u3051\u306eColaboratory
      \r\nGoogle Cloud \u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b<\/p>\r\n

      \u2705 BigQuery\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3092\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u3067\u3059\u3050\u691c\u51fa\u3001\u63a2\u7d22\u3001\u5206\u6790\u3001\u63a8\u8ad6\u3067\u304d\u308b<\/p>\r\n

      \u2705 VertexAI Workbench\u306e\u3088\u3046\u306b\u74b0\u5883\u306e\u7ba1\u7406\u30fb\u8a2d\u5b9a\u3092\u884c\u3046\u5fc5\u8981\u304c\u306a\u3044<\/p>\r\n

      \u2705 \u30ea\u30f3\u30af\u3067\u5171\u6709\u3067\u304d\u308b\u306e\u3067\u3001\u30c7\u30d0\u30a4\u30b9\u3084OS\u306e\u5dee\u7570\u306b\u56f0\u3089\u306a\u3044<\/p>\r\n

      <\/p>","protected":false},"excerpt":{"rendered":"

      \u65b0\u3057\u304fEnterprise\u7248\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fGooogle Colab\u3092\u30d7\u30e9\u30f3\u3054\u3068\u306e\u9055\u3044\u3092\u8a73\u3057\u304f\u8abf\u67fb\u30fb\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u306fBigQuery\u3068\u306e\u7d71\u5408\u3001\u4ed6\u306e\u30d7\u30e9\u30f3\u30fbVertexAI Workbench\u3068\u306e\u6bd4\u8f03\u306b\u3064\u3044\u3066\u8aac\u660e\u3057 […]<\/p>\n","protected":false},"author":62,"featured_media":4516,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[207,367,166,39],"class_list":["post-4501","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-google-cloud","tag-google-colabratory","tag-vertex-ai","tag-39"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/4501","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/62"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=4501"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/4501\/revisions"}],"predecessor-version":[{"id":4517,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/4501\/revisions\/4517"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/4516"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=4501"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=4501"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=4501"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}