{"id":46157,"date":"2022-12-21T11:45:40","date_gmt":"2023-08-04T00:44:36","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46157-2\/"},"modified":"2024-04-29T06:18:59","modified_gmt":"2024-04-28T22:18:59","slug":"46157-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46157-2\/","title":{"rendered":""},"content":{"rendered":"<p>\u3010\u66f4\u65b0\u3011Jupyter 5 \u7cfb\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7248\u306e\u8a18\u4e8b\u304c\u5225\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">Jupyter\u306eDocker\u30a4\u30e1\u30fc\u30b8\u307e\u3068\u3081 &#8211; Qiita<\/ul>\n<hr \/>\n<p>IPython\u306f\u30d0\u30fc\u30b8\u30e7\u30f34.0\u304b\u3089 Project Jupyter \u306b\u7d71\u5408\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002Jupyter\u306fPython\u3060\u3051\u3067\u306a\u304f\u3001R, Julia, Scala\u304b\u3089\u3082\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u6838\u3068\u306a\u308b\u30c4\u30fc\u30eb\u3068\u8a00\u3048\u307e\u3059\u300240\u3092\u8d85\u3048\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u304b\u3089\u4f7f\u3048\u308b\u3060\u3051\u3067\u306a\u304f\u3001Jupyter Notebook Viewer \u3092\u4ecb\u3057\u3066\u5171\u540c\u4f5c\u696d\u3092\u4fc3\u3057\u305f\u308a\u3001Apache Spark \u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u3061\u3087\u3063\u3068 SciPy Stack \u3092\u8a66\u3057\u3066\u307f\u3088\u3046\u304b\u306a\u3001\u3068\u601d\u3063\u3066 IPython Notebook \u3092\u4f7f\u3046\u4e16\u4ee3\u3068\u306f\u4e00\u7dda\u3092\u753b\u3059\u3082\u306e\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u307e\u3067\u306fNumPy\u3084pandas\u3068\u8a00\u3048\u3070\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5927\u5909\u306a\u5370\u8c61\u3067\u3057\u305f\u304c\u3001Jupyter\u306f\u8907\u6570\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3092\u7528\u610f\u3057\u3066\u304f\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d6\u30e9\u30a6\u30b6\u3067\u5b8c\u7d50\u3057\u305f\u3044\u3001\u3068\u3044\u3046\u5834\u5408\u306f Try Jupyter! \u306e\u30b5\u30a4\u30c8\u3067\u3059\u3050\u306b\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h2>Notebook\u30b5\u30fc\u30d0\u30fc\u306e\u8d77\u52d5<\/h2>\n<p>\u516c\u5f0f\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3063\u3066Notebook\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306b\u306f jupyter\/datascience-notebook \u304c\u826f\u3044\u3068\u601d\u3044\u307e\u3059\u304c\u3001Spark\u3092\u4f7f\u3046\u5834\u5408\u306f jupyter\/all-spark-notebook \u304b jupyter\/pyspark-notebook \u306e\u3069\u3061\u3089\u304b\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<br \/>\n\u30a4\u30e1\u30fc\u30b8\u306b\u306f\u591a\u304f\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u4e88\u3081\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u304a\u308a\u30014.5GB\u304f\u3089\u3044\u3042\u308a\u307e\u3059\u3002\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306e\u5f85\u3061\u6642\u9593\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4e00\u901a\u308a\u773a\u3081\u3066\u307f\u308b\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker pull jupyter\/datascience-notebook\r\n<span class=\"nv\">$ <\/span>docker images jupyter\/datascience-notebook\r\nREPOSITORY                     TAG                 IMAGE ID            CREATED             VIRTUAL SIZE\r\njupyter\/datascience-notebook   latest              8e21bfc3eeba        11 hours ago        4.592 GB\r\n\r\n<\/code><\/pre>\n<p>8888\u756a\u30dd\u30fc\u30c8\u3092\u4f7f\u3063\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--name<\/span> notebook <span class=\"nt\">-p<\/span> 8888:8888 jupyter\/datascience-notebook\r\n<\/code><\/pre>\n<p>\u30d6\u30e9\u30a6\u30b6\u3067\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068 IPython Notebook \u3088\u308a\u30ad\u30ec\u30a4\u306b\u306a\u3063\u305f\u611f\u3058\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u300cNew\u300d\u3092\u62bc\u3057\u3066\u307f\u308b\u3068\u8907\u6570\u306e\u9078\u629e\u80a2\u304c\u767b\u5834\u3059\u308b\u3053\u3068\u3067\u671f\u5f85\u611f\u304c\u9ad8\u307e\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 21.35.10.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d633f37434c4406d01b51\/11-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 21.35.10.png\" \/><\/div>\n<h2>Python \u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af<\/h2>\n<p>\u8272\u3005\u4f7f\u3048\u308b\u3068\u306f\u8a00\u3063\u3066\u3082\u3001\u65e2\u5b58\u8cc7\u7523\u306e\u6d41\u7528\u3068\u3044\u3046\u89b3\u70b9\u304b\u3089\u306f Python \u304c\u4e3b\u6d41\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<br \/>\nPython 3 \u306e\u5404\u7a2e\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u307e\u305a\u306fBokeh\u3092\u4f7f\u3063\u3066 sin\/cos \u30ab\u30fc\u30d6\u3092\u63cf\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 21.48.01.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d633f37434c4406d01b51\/14-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 21.48.01.png\" \/><\/div>\n<p>\u6b21\u306b\u3001pandas\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3063\u3066Yahoo!\u306eAPI\u304b\u3089\u65e5\u7d4c\u5e73\u5747\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3059\u3002\u30b0\u30e9\u30d5\u306e\u8ef8\u306b\u65e5\u672c\u8a9e\u304c\u4f7f\u3063\u3066\u3082\u6587\u5b57\u5316\u3051\u3057\u306a\u3044\u3053\u3068\u3082\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 21.57.36.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d633f37434c4406d01b51\/16-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 21.57.36.png\" \/><\/div>\n<h2>R \u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af<\/h2>\n<p>\u666e\u901a\u306bR\u3092\u66f8\u304f\u306a\u3089RStudio\u306e\u65b9\u304c\u4f7f\u3044\u3084\u3059\u3044\u3068\u306f\u601d\u3044\u307e\u3059\u304c\u3001\u30c1\u30fc\u30e0\u3067\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5171\u6709\u3057\u305f\u308a\u30b5\u30fc\u30d0\u30fc\u30b5\u30a4\u30c9\u3067\u30af\u30e9\u30b9\u30bf\u3092\u7d44\u3080\u53ef\u80fd\u6027\u3082\u8996\u91ce\u306b\u5165\u308c\u308b\u3068\u3001Jupyter\u306e\u4f7f\u3044\u65b9\u306b\u6163\u308c\u3066\u304a\u3044\u305f\u65b9\u304c\u826f\u3044\u3068\u8a00\u3048\u307e\u3059\u3002\u307e\u305f\u3001\u74b0\u5883\u306b\u3088\u3063\u3066\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u30fb\u3044\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b\u30fb\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u74b0\u5883\u5dee\u7570\u3092\u5438\u53ce\u3059\u308b\u610f\u5473\u3067\u3082\u6709\u7528\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u306a\u304a\u3001\u30ab\u30fc\u30cd\u30eb\u3092\u5207\u308a\u66ff\u3048\u308b\u3068\u53f3\u4e0a\u306e\u30ed\u30b4\u3082\u5207\u308a\u66ff\u308f\u3063\u3066\u304f\u308c\u307e\u3059\u3002\u8907\u6570\u306e\u74b0\u5883\u3092\u884c\u304d\u6765\u3059\u308b\u5834\u5408\u306b\u306f\u91cd\u5b9d\u3059\u308b\u6a5f\u80fd\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 22.23.46.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d633f37434c4406d01b51\/20-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 22.23.46.png\" \/><\/div>\n<h2>\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/h2>\n<p>Jupyter Notebook \u306b\u306a\u3063\u3066\u304b\u3089\u306a\u306e\u304b\u3001IPython Notebook \u306e\u3068\u304d\u304b\u3089\u3060\u3063\u305f\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002Docker\u7d4c\u7531\u3067\u8d77\u52d5\u3059\u308b\u3068\u30c7\u30fc\u30bf\u30b3\u30f3\u30c6\u30ca\u3068\u30ea\u30f3\u30af\u3055\u305b\u308b\u65b9\u6cd5\u306b\u96e3\u5100\u3059\u308b\u5834\u5408\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u300cUpload\u300d\u30dc\u30bf\u30f3\u3092\u4f7f\u3046\u3068\u30ed\u30fc\u30ab\u30eb\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30b5\u30fc\u30d0\u30fc\u304c\u5225\u3005\u306e\u30de\u30b7\u30f3\u3067\u52d5\u4f5c\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u3082\u4fbf\u5229\u3067\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 22.30.14.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d633f37434c4406d01b51\/23-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 22.30.14.png\" \/><\/div>\n<p>\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u3069\u306e\u8a00\u8a9e\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u304b\u3089\u3067\u3082\u53c2\u7167\u3067\u304d\u307e\u3059\u3002\u8a66\u3057\u306b\u30ab\u30fc\u30cd\u30eb\u3092Julia\u306b\u3057\u3066\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002\u3042\u307e\u308a\u9055\u3044\u304c\u7121\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u53f3\u4e0a\u306e\u8a00\u8a9e\u8868\u793a\u304c Julia 0.3.2 \u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 22.48.20.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d633f37434c4406d01b51\/25-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 22.48.20.png\" \/><\/div>\n<p>\u30ab\u30fc\u30cd\u30eb\u304c\u3069\u306e\u8a00\u8a9e\u3067\u3042\u3063\u3066\u3082\u30d7\u30ea\u30f3\u30c8\u30d7\u30ec\u30d3\u30e5\u30fc\u3084Markdown\u3067\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306a\u3069\u304c\u53ef\u80fd\u3067\u3059\u3002\u7c21\u6613\u30ec\u30dd\u30fc\u30c8\u3068\u3057\u3066\u5206\u6790\u7d50\u679c\u3092\u8a18\u9332\u3057\u3066\u304a\u304f\u624b\u6bb5\u3068\u3057\u3066\u3082\u6709\u7528\u3068\u8a00\u3048\u305d\u3046\u3067\u3059\u3002<\/p>\n<h2>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<p>\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u8d77\u52d5\u3057\u3066\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001pip \u3092\u4f7f\u3063\u3066 xlsxwriter \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 23.11.53.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d633f37434c4406d01b51\/29-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-09-24 23.11.53.png\" \/><\/div>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u516c\u5f0f\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3063\u3066 Jupyter Notebook \u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3057\u3001Python, R, Julia 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