{"id":45822,"date":"2023-12-19T10:14:47","date_gmt":"2023-08-10T23:33:14","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/"},"modified":"2024-05-04T14:17:16","modified_gmt":"2024-05-04T06:17:16","slug":"45822-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/","title":{"rendered":""},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>Jupyter\u521d\u5fc3\u8005\u306a\u306e\u3067\u3001AWS EC2\u4e0a\u306e\u74b0\u5883\u69cb\u7bc9\u65b9\u6cd5\u3001\u7c21\u5358\u306a\u4f7f\u3044\u65b9\u3092\u534a\u5e74\u5f8c\u306e\u81ea\u5206\u7528\u306b\u30c1\u30e9\u30b7\u306e\u88cf\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>\u7d30\u304b\u3044\u8a2d\u5b9a\u306f\u3055\u3066\u304a\u304d\u3001\u624b\u3063\u53d6\u308a\u65e9\u304fEC2\u4e0a\u306bJupyter\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3001Jupyter\u4e0a\u3067\u7c21\u5358\u306aPython script\u3092\u52d5\u304b\u3057\u3066\u3001Jupyter\u306eUI\u64cd\u4f5c\u65b9\u6cd5\u306e\u521d\u6b69\u3092\u899a\u3048\u308b\u6240\u307e\u3067\u3092\u76ee\u6a19\u3068\u3057\u307e\u3059\u3002Linux\u6226\u95d8\u529b\u304c\u4f4e\u3044\u306e\u3067\u3001\u6975\u529b\u30b3\u30d4\u30da\u3067\u624b\u9806\u304c\u306a\u305e\u308c\u308b\u69d8\u306b\u5fc3\u304c\u3051\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001Amazon EMR\u3092\u4f7f\u3063\u3066Spark Cluster\u4e0a\u306bJupyter\u3092\u4f5c\u308a\u305f\u3044\u5834\u5408\u306b\u306f\u3053\u3061\u3089\u3092\u53c2\u7167\u4e0b\u3055\u3044\u3002\u307e\u305f\u3001Jupyter Notebook\u306f\u6b21\u671fVersion\u3088\u308aJuypter Lab\u3068\u306a\u308a\u5927\u304d\u304fUI\/\u6a5f\u80fd\u304c\u5909\u308f\u308b\u4e88\u5b9a\u3067\u3059\u3002Jupyter Lab\u306e\u74b0\u5883\u69cb\u7bc9\u65b9\u6cd5\u306f\u3053\u3061\u3089\u3092\u53c2\u7167\u4e0b\u3055\u3044\u3002<\/p>\n<h2>Jupyter\u74b0\u5883\u69cb\u7bc9<\/h2>\n<p>\u307e\u305a\u306f\u3001Jupyter\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u624b\u9806\u3067\u3059\u3002<\/p>\n<h3>EC2\u306e\u4f5c\u6210<\/h3>\n<p>Jupyter\u3092\u52d5\u304b\u3059EC2\u3092\u8d77\u52d5\u3057\u3066\u3001ssh\u3067login\u3057\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Ubuntu 16.04\u3092\u524d\u63d0 (Amazon Linux\u3092\u4f7f\u3046\u5834\u5408\u306b\u306f\u3001apt\u3092yum\u7b49\u306b\u7f6e\u304d\u63db\u3048\u3066\u4e0b\u3055\u3044)<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">EC2\u306fm4.large\u3050\u3089\u3044\u306f\u5408\u3063\u305f\u65b9\u304c\u826f\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">EC2\u306eSecurity Group\u3067Port 8080\u3092\u958b\u3051\u3066\u304a\u304f<\/ul>\n<h3>\u5fc5\u8981\u306amodule\u306einstall<\/h3>\n<p>atp-get\u3067\u5fc5\u8981\u306amodule\u3092\u5165\u308c\u3066\u3001pip\u3092update\u3057\u3066\u3001ipython[notebook]\u3092install\u3057\u307e\u3059\u3002 export LC_ALL=C\u306fssh login\u6642\u306bWARNING! Your environment specifies an invalid locale.\u307f\u305f\u3044\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u305f\u3089\u8ffd\u52a0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span><span class=\"nb\">export <\/span><span class=\"nv\">LC_ALL<\/span><span class=\"o\">=<\/span>C\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>apt-get update\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>apt-get <span class=\"nb\">install<\/span> <span class=\"nt\">-y<\/span> python-pip libpq-dev python-dev libpng12-dev libjpeg8-dev libfreetype6-dev libxft-dev\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>pip <span class=\"nb\">install<\/span> <span class=\"nt\">-U<\/span> pip\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>pip <span class=\"nb\">install <\/span>numpy pandas matplotlib seaborn scikit-learn plotly ipython[notebook]\r\n<\/code><\/pre>\n<h3>Jupyter\u306e\u8a2d\u5b9a<\/h3>\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001Jupyter\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u96db\u5f62(~\/.jupyter\/jupyter_notebook_config.py)\u3092\u4f5c\u6210\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>jupyter notebook <span class=\"nt\">--generate-config<\/span>\r\n<\/code><\/pre>\n<p>\u7d9a\u3044\u3066\u3001~\/.jupyter\/jupyter_notebook_config.py\u3092\u7de8\u96c6\u3057\u307e\u3059\u3002\u5168\u3066#\u3067Comment out\u3055\u308c\u305f\u30c7\u30ab\u30a4file\u306a\u306e\u3067\u3001file\u306e\u5148\u982d\u306a\u3069\u597d\u304d\u306a\u5834\u6240\u306b\u4ee5\u4e0b5\u884c\u3092\u5165\u308c\u3066\u4fdd\u5b58\u3057\u307e\u3059(\u4ee5\u4e0b\u306e\u8a2d\u5b9a\u306f\u3001\u8ab0\u3067\u3082\u305d\u306eJupyter server\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u8a2d\u5b9a\u3068\u306a\u308a\u307e\u3059\u3001\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044)\u3002<\/p>\n<pre class=\"post-pre\"><code>c = get_config()\r\nc.NotebookApp.ip = '0.0.0.0'\r\nc.NotebookApp.open_browser = False\r\nc.NotebookApp.port = 8080\r\nc.NotebookApp.token = ''\r\n<\/code><\/pre>\n<h3>Jupyter Login\u306bPassword\u3092\u304b\u3051\u305f\u3044\u5834\u5408<\/h3>\n<p>\u6700\u8fd1\u306eJupyter\u304b\u3089Security\u5bfe\u7b56\u3068\u3057\u3066password\u304btoken\u3067\u306eLogin\u304c\u5fc5\u9808\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u2191\u306e\u4f8b\u3067\u306f\u3001c.NotebookApp.token = &#8221;\u3067token\u7121\u3057\u306e\u30a2\u30af\u30bb\u30b9\u3092\u8a31\u53ef\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Login password\u3092\u8a2d\u5b9a\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u3001Password\u306ehash\u6587\u5b57\u5217\u3092\u4e8b\u524d\u306b\u8abf\u3079\u3066\u304a\u304f\u5fc5\u8981\u304c\u6709\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068Password\u3092\u5165\u308c\u308bPrompt\u304c\u3067\u308b\u306e\u3067\u3001\u8a2d\u5b9a\u3057\u305f\u3044Password\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>python <span class=\"nt\">-c<\/span> <span class=\"s2\">\"import IPython;print(IPython.lib.passwd())\"<\/span>\r\n<\/code><\/pre>\n<p>\u3059\u308b\u3068sha1:3be1549bb425:1500071094720b33gf8f0feg474931dc5e43dfed\u306e\u69d8\u306asha1:\u3067\u59cb\u307e\u308bhash\u6587\u5b57\u5217\u3092\u8fd4\u3057\u3066\u304f\u308c\u308b\u306e\u3067Copy\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>\u305d\u3057\u3066\u3001\u2191\u3067\u7de8\u96c6\u3057\u305f~\/.jupyter\/jupyter_notebook_config.py\u306e\u5185\u5bb9\u3092\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002c.NotebookApp.password\u306e\u5f8c\u306ehash\u6587\u5b57\u5217\u306f\u3001\u4e0a\u3067\u4e8b\u524d\u306b\u8abf\u3079\u305fhash\u6587\u5b57\u5217\u306b\u7f6e\u304d\u63db\u3048\u3066\u4e0b\u3055\u3044<\/p>\n<pre class=\"post-pre\"><code>c = get_config()\r\nc.NotebookApp.ip = '0.0.0.0'\r\nc.NotebookApp.open_browser = False\r\nc.NotebookApp.port = 8080\r\nc.NotebookApp.password = u'sha1:3be1549bb425:1500071094720b33gf8f0feg474931dc5e43dfed'\r\n<\/code><\/pre>\n<h3>Jupyter\u306e\u8d77\u52d5<\/h3>\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001Jupyter\u304c\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>jupyter notebook\r\n<\/code><\/pre>\n<p>Browser\u4e0a\u3067ec2-53-239-93-85.ap-northeast-1.compute.amazonaws.com:8080\u306a\u3069\u3001EC2\u306b\u30a2\u30af\u30bb\u30b9\u306b\u884c\u304d\u307e\u3059\u3002port\u306e8080\u3092\u304a\u5fd8\u308c\u7121\u304f\u3002 Jupyter\u306elogin\u753b\u9762\u304c\u51fa\u3066\u3001\u4e0a\u306e\u307b\u3046\u3067\u8a2d\u5b9a\u3057\u305fpassword\u3092\u5165\u529b\u3057\u3066login\u304c\u51fa\u6765\u305f\u3089\u6210\u529f\u3067\u3059\u3002Background\u5b9f\u884c\u3055\u305b\u305f\u3051\u308c\u3070\u3001nohup jupyter notebook &gt; \/dev\/null 2&gt;&amp;1 &amp;\u3068\u3057\u3066\u304a\u304f\u3068\u3001ssh\u3092\u5207\u65ad\u3057\u3066\u3082Jupyter\u304c\u52d5\u304d\u7d9a\u3051\u307e\u3059\u3002<\/p>\n<h3>Jupyter\u306e\u81ea\u52d5\u8d77\u52d5\u306e\u8a2d\u5b9a<\/h3>\n<p>start_jupyter.sh\u3068\u3044\u3046script\u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u3092\/etc\/rc.local\u306b\u767b\u9332\u3057\u3066\u3001EC2\u8d77\u52d5\u6642\u306b\u3001Background\u3067Jupyter\u304c\u5b9f\u884c\u3055\u308c\u308b\u69d8\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">touch ~\/start_jupyter.sh<\/ul>\n<\/li>\n<\/ul>\n<p>start_jupyter.sh\u3092\u7de8\u96c6\u3057\u3001\u4e2d\u306b\/usr\/local\/bin\/jupyter notebook\u3001\u3068\u66f8\u3044\u3066\u304a\u304f<br \/>\nchmod 777 ~\/start_jupyter.sh<br \/>\nroot\u6a29\u9650\u3067\/etc\/rc.local\u3092\u7de8\u96c6\u3057\u3001su &#8211; ubuntu \/home\/ubuntu\/start_jupyter.sh &amp;\u306e1\u884c\u3092exit 0\u306e\u524d\u306b\u5165\u308c\u308b<br \/>\nroot\u6a29\u9650\u3067shutdown -r now\u3067EC2\u3092\u518d\u8d77\u52d5\u3055\u305b\u308b<br \/>\nBrowser\u304b\u3089\u3001EC2\u306b\u30a2\u30af\u30bb\u30b9\u306b\u884c\u304d\u3001jupyter\u306elogin\u753b\u9762\u304c\u51fa\u305f\u3089\u6210\u529f\u3067\u3059<\/p>\n<h2>Jupyter\u306e\u4f7f\u3044\u65b9<\/h2>\n<p>\u8d85\u7c21\u5358\u3067\u3059\u304c\u3001Jupyter\u306e\u4f7f\u3044\u65b9\u3092\u30c1\u30e9\u88cf\u3057\u307e\u3059\u3002<\/p>\n<h3>Jupyter notebook\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n<p>Login\u3057\u305f\u3089\u3001New\u304b\u3089Python2\u3092\u9078\u629e\u3057\u3001Python2\u306enotebook\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/35-0.png\" alt=\"Setting1.png\" \/><\/div>\n<h3>\u5404\u7a2eicon\u306b\u3064\u3044\u3066<\/h3>\n<p>Jupyter\u306f\u3001Cell\u3068\u3044\u3046\u7bb1(?)\u306e\u4e2d\u306b\u3001Code\u3084\u8aac\u660e(Markdown)\u3092\u8a18\u8f09\u3057\u3066\u3044\u304d\u3001\u9806\u6b21\u5b9f\u884c\u3055\u305b\u308b\u4e8b\u3067\u52d5\u304b\u3057\u307e\u3059\u3002\u5404\u7a2eicon\u306e\u6a5f\u80fd\u306f\u4ee5\u4e0b\u306e\u901a\u308a<\/p>\n<p>+\u30a2\u30a4\u30b3\u30f3\u304cCell\u306e\u8ffd\u52a0(Insert &gt; Insert Cell Above\u304bInsert Cell Below\u3067\u3082Cell\u8ffd\u52a0\u53ef\u80fd)<\/p>\n<p>\u306f\u3055\u307f\u30a2\u30a4\u30b3\u30f3\u304cCell\u306e\u524a\u9664<\/p>\n<p>\u4e0a\u4e0b\u306e\u77e2\u5370\u30a2\u30a4\u30b3\u30f3\u304cFocus\u304c\u5f53\u305f\u3063\u3066\u3044\u308bCell\u306e\u4f4d\u7f6e\u306e\u4e0a\u4e0b\u79fb\u52d5<br \/>\nPulldown\u3067\u8ffd\u52a0\u3059\u308bCell\u306e\u7a2e\u985e\u306e\u9078\u629e<\/p>\n<p>Code\u306f\u3001Python\u306a\u3069\u306eCode\u306e\u5165\u529b\u6642\u306b\u9078\u629e<\/p>\n<p>Markdown\u306f\u3001Markdown\u8a00\u8a9e\u3092\u4f7f\u3044(Code\u3084\u51e6\u7406\u7d50\u679c\u3078\u306e)\u8aac\u660e\u3092\u3064\u3051\u308b\u6642\u306b\u9078\u629e\u3002Mathjax\u3092\u4f7f\u3044\u6570\u5f0f\u306e\u8868\u8a18\u3082\u53ef\u80fd<\/p>\n<p>Raw NBConvert\u306f\u3001Latex\u3067\u6570\u5f0f\u3092\u5165\u529b\u3059\u308b\u6642\u306b\u9078\u629e<\/p>\n<p>Heading\u306f\u3001Markdown\u3068\u4f3c\u305f\u7528\u9014\u3089\u3057\u3044(\u5c06\u6765\u7684\u306b\u306f\u306a\u304f\u306a\u308b\u4e88\u5b9a)<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/39-0.png\" alt=\"Setting2.png\" \/><\/div>\n<h3>Python code\u5165\u529b\u3057\u3066\u307f\u308b<\/h3>\n<p>\u4ee5\u4e0b\u306ePython code\u3092Cell\u306b\u5165\u529b\u3057\u3066\u307f\u307e\u3059\u3002\u73fe\u5728\u306e\u6642\u523b\u30921\u79d2\u304a\u304d\u306b10\u56deprint\u3059\u308b\u3060\u3051\u306ecode\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">datetime<\/span><span class=\"p\">,<\/span> <span class=\"n\">time<\/span>\r\n\r\n<span class=\"k\">def<\/span> <span class=\"nf\">main<\/span><span class=\"p\">():<\/span>\r\n  <span class=\"k\">for<\/span> <span class=\"n\">count<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"n\">print_current_time<\/span><span class=\"p\">()<\/span>\r\n    <span class=\"n\">time<\/span><span class=\"p\">.<\/span><span class=\"n\">sleep<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"k\">def<\/span> <span class=\"nf\">print_current_time<\/span><span class=\"p\">():<\/span>\r\n  <span class=\"k\">print<\/span> <span class=\"p\">(<\/span><span class=\"n\">datetime<\/span><span class=\"p\">.<\/span><span class=\"n\">datetime<\/span><span class=\"p\">.<\/span><span class=\"n\">now<\/span><span class=\"p\">().<\/span><span class=\"n\">strftime<\/span><span class=\"p\">(<\/span><span class=\"s\">'%Y\/%m\/%d %H:%M:%S'<\/span><span class=\"p\">))<\/span>\r\n\r\n<span class=\"k\">if<\/span> <span class=\"n\">__name__<\/span> <span class=\"o\">==<\/span> <span class=\"s\">'__main__'<\/span><span class=\"p\">:<\/span>\r\n  <span class=\"n\">main<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u306e\u69d8\u306b4\u3064\u306eCode\u306eCell\u306b\u3001\u4e0a\u8a18Python code\u3092\u5165\u529b\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u5165\u529b\u304c\u7d42\u308f\u3063\u305f\u3089\u3001Cell &gt; Run All \u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u5b9f\u884c\u3055\u308c\u307e\u3059<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Cell\u306e\u51e6\u7406\u306e\u9806\u756a\u304c\u3050\u3061\u3083\u3050\u3061\u3083\u306b\u306a\u3063\u305f\u3089\u3001Kernel &gt; Restart \u3067Clear all outputs &amp; restart\u3092\u9078\u629e\u5f8c\u3001\u518d\u5ea6Cell &gt; Run All \u3092\u5b9f\u884c\u3059\u308b\u3068\u4e0a\u304b\u3089\u9806\u756a\u306b\u51e6\u7406\u3055\u308c\u307e\u3059<\/ul>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/45-0.png\" alt=\"Setting3.png\" \/><\/div>\n<h3>\u30b3\u30e1\u30f3\u30c8\u3092\u5165\u529b\u3057\u3066\u307f\u308b<\/h3>\n<p>\u4ee5\u4e0b\u306e\u69d8\u306bMarkdown\u306eCell\u3092\u8ffd\u52a0\u3057\u3066\u3001\u4e2d\u306bMarkdown\u3067\u30b3\u30e1\u30f3\u30c8\u3092\u5165\u529b\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002Cell &gt; Run All \u3092\u5b9f\u884c\u3059\u308b\u3068\u3001Markdown\u306fRendering\u3055\u308c\u305f\u72b6\u614b\u3067\u4e0a\u304b\u3089\u9806\u756a\u306b\u51e6\u7406\u3055\u308c\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/48-0.png\" alt=\"Setting5.png\" \/><\/div>\n<h3>2D Chart\u3092\u4f5c\u6210\u3057\u3066\u307f\u308b<\/h3>\n<p>2D Chart\u306e\u4f5c\u6210\u306b\u306fmatplotlib\u3092\u4f7f\u3046\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u4ee5\u4e0b\u306eCode\u3092Jupyter\u4e0a\u3067\u5b9f\u884c\u3055\u305b\u308c\u3070Chart\u304c\u4f5c\u6210\/\u8868\u793a\u3055\u308c\u307e\u3059\u3002%matplotlib inline\u306fmatplotlib\u306e\u51fa\u529bChart\u3092Jupyter\u4e0a\u306b\u8868\u793a\u3055\u305b\u308b\u70ba\u306b\u5fc5\u8981\u306a\u30aa\u30de\u30b8\u30ca\u30a4\u3067\u3001\u305d\u306eNotebook\u4e0a\u306e\u3069\u3053\u304b\u30671\u56de\u5ba3\u8a00\/\u5b9f\u884c\u3055\u308c\u3066\u3044\u308c\u3070OK\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"o\">%<\/span><span class=\"n\">matplotlib<\/span> <span class=\"n\">inline<\/span>\r\n\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"n\">plt<\/span>\r\n\r\n<span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">random<\/span><span class=\"p\">.<\/span><span class=\"n\">randint<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">100<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10000<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">hist<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">bins<\/span><span class=\"o\">=<\/span><span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<p>np.random.randint(0, 100, 10000)\u3067\u30010-99\u306e\u7bc4\u56f2\u306e\u4e71\u6570int\u309210,000\u500b\u4f5c\u308a\u3001\u305d\u306e\u4e71\u6570\u306e\u5206\u5e03\u3092\u67f1\u306e\u6570\u309220\u500b\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3068\u3057\u3066\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/53-0.png\" alt=\"matplotlib.png\" \/><\/div>\n<p>\u306a\u304a\u3001matplotlib\u306f\u6614\u304b\u3089\u3042\u308b2D Chart \u4f5c\u6210Library\u3067\u3001\u7d30\u304b\u3044\u8a2d\u5b9a\u304c\u3067\u304d\u308b\u53cd\u9762\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a\u65b9\u6cd5\u304c\u3084\u3084\u8907\u96d1\u3068\u3044\u3046\u610f\u898b\u3042\u308a\u3001seaborn\u3068\u3044\u3046\u77ed\u3044Code\u3067\u4eca\u98a8\u306e\u30c7\u30b6\u30a4\u30f3\u306eChart\u304c\u4f5c\u6210\u53ef\u80fd\u306aLibrary\u3082\u3042\u308a\u307e\u3059(\u3053\u3053\u3089\u8fba\u3092\u53c2\u8003)\u3002\u305f\u3060\u3057\u3001matplotlib\u306f\u30b5\u30dd\u30fc\u30c8\u3060\u3051\u3069seaborn\u306f\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u306a\u3044Chart\u304c\u3042\u3063\u305f\u308a\u3082\u3059\u308b\u306e\u3067\u8981\u6ce8\u610f\u3067\u3059\u3002<\/p>\n<h3>\uff13D Chart\u3092\u4f5c\u6210\u3057\u3066\u307f\u308b<\/h3>\n<p>3D\u306eChart\u306fplotly\u3068\u3044\u3046Library\u3092\u4f7f\u3046\u3068\u4f5c\u6210\u53ef\u80fd\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u7b49\u30673D\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u78ba\u8a8d\u3057\u305f\u3044\u6642\u306a\u3069\u306b\u6709\u52b9\u3067\u30013D\u3060\u3068Scatter, Surface, Mesh\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306eCode\u3092Jupyter\u4e0a\u3067\u5b9f\u884c\u3059\u308c\u3070\u3001\u3053\u3093\u306a\u611f\u3058\u30673D Scatter Chart\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002Drag\u3084Pinch in\/out\u3067\u8996\u70b9\u5909\u66f4\u3084\u62e1\u7e2e\u3067\u304d\u308b\u4e8b\u3092\u304a\u697d\u3057\u307f\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>np.random.multivariate_normal([0,0,0], [[0.1, 0, 0], [0, 1, 0], [0, 0, 2]], 1000).T\u306f\u3001\u5e73\u5747\u304c[0,0,0]\u3067\u3001\u5206\u6563\u304c\u305d\u308c\u305e\u308c[0.1, 1, 2]\u3067\u3042\u308b\uff13\u6b21\u5143\u6b63\u898f\u5206\u5e03\u306a\u4e71\u6570\u30921000\u500b\u4f5c\u308b\u95a2\u6570\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">plotly<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\r\n<span class=\"n\">plotly<\/span><span class=\"p\">.<\/span><span class=\"n\">offline<\/span><span class=\"p\">.<\/span><span class=\"n\">init_notebook_mode<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"n\">x1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y1<\/span><span class=\"p\">,<\/span> <span class=\"n\">z1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">random<\/span><span class=\"p\">.<\/span><span class=\"n\">multivariate_normal<\/span><span class=\"p\">([<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span><span class=\"mi\">3<\/span><span class=\"p\">],<\/span> <span class=\"p\">[[<\/span><span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">]],<\/span> <span class=\"mi\">1000<\/span><span class=\"p\">).<\/span><span class=\"n\">T<\/span>\r\n<span class=\"n\">trace1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plotly<\/span><span class=\"p\">.<\/span><span class=\"n\">graph_objs<\/span><span class=\"p\">.<\/span><span class=\"n\">Scatter3d<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"n\">x1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"n\">y1<\/span><span class=\"p\">,<\/span> <span class=\"n\">z<\/span><span class=\"o\">=<\/span><span class=\"n\">z1<\/span><span class=\"p\">,<\/span> <span class=\"n\">mode<\/span><span class=\"o\">=<\/span><span class=\"s\">'markers'<\/span><span class=\"p\">,<\/span> <span class=\"n\">marker<\/span><span class=\"o\">=<\/span><span class=\"nb\">dict<\/span><span class=\"p\">(<\/span><span class=\"n\">size<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">line<\/span><span class=\"o\">=<\/span><span class=\"nb\">dict<\/span><span class=\"p\">(<\/span><span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s\">'b'<\/span><span class=\"p\">)))<\/span>\r\n\r\n<span class=\"n\">x2<\/span><span class=\"p\">,<\/span> <span class=\"n\">y2<\/span><span class=\"p\">,<\/span> <span class=\"n\">z2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">random<\/span><span class=\"p\">.<\/span><span class=\"n\">multivariate_normal<\/span><span class=\"p\">([<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"p\">[[<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">]],<\/span> <span class=\"mi\">1000<\/span><span class=\"p\">).<\/span><span class=\"n\">T<\/span>\r\n<span class=\"n\">trace2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plotly<\/span><span class=\"p\">.<\/span><span class=\"n\">graph_objs<\/span><span class=\"p\">.<\/span><span class=\"n\">Scatter3d<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"n\">x2<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"n\">y2<\/span><span class=\"p\">,<\/span> <span class=\"n\">z<\/span><span class=\"o\">=<\/span><span class=\"n\">z2<\/span><span class=\"p\">,<\/span> <span class=\"n\">mode<\/span><span class=\"o\">=<\/span><span class=\"s\">'markers'<\/span><span class=\"p\">,<\/span> <span class=\"n\">marker<\/span><span class=\"o\">=<\/span><span class=\"nb\">dict<\/span><span class=\"p\">(<\/span><span class=\"n\">size<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">line<\/span><span class=\"o\">=<\/span><span class=\"nb\">dict<\/span><span class=\"p\">(<\/span><span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s\">'r'<\/span><span class=\"p\">)))<\/span>\r\n\r\n<span class=\"n\">fig<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plotly<\/span><span class=\"p\">.<\/span><span class=\"n\">graph_objs<\/span><span class=\"p\">.<\/span><span class=\"n\">Figure<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"n\">trace1<\/span><span class=\"p\">,<\/span> <span class=\"n\">trace2<\/span><span class=\"p\">])<\/span>\r\n<span class=\"n\">plotly<\/span><span class=\"p\">.<\/span><span class=\"n\">offline<\/span><span class=\"p\">.<\/span><span class=\"n\">iplot<\/span><span class=\"p\">(<\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">show_link<\/span><span class=\"o\">=<\/span><span class=\"bp\">False<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h3>\u6570\u5f0f\u3092\u5165\u529b\u3057\u3066\u307f\u308b<\/h3>\n<p>Jupyter\u4e0a\u3067\u6570\u5f0f\u3092\u8868\u73fe\u3059\u308b\u65b9\u6cd5\u306f\u5e7e\u3064\u304b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>Raw NBConvert\u306eCell\u4e0a\u3067Latex\u3067\u8a18\u8f09\u3059\u308b<\/p>\n<p>Markdown\u306eCell\u4e0a\u3067Mathjax\uff08Latex\u7b49\u306e\u6570\u5f0f\u3092Browser\u3067\u8868\u793a\u3059\u308blibrary\uff09\u3067\u8a18\u8f09\u3059\u308b<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001Markdown\u4e0a\u3067Mathjax\u3092\u4f7f\u3063\u3066\u8a18\u8f09\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$$r=\\frac{1}{f}$$\r\n$$\\left(x + y\\right)^{5}$$\r\n<\/code><\/pre>\n<p>Markdown Cell\u306b\u4e0a\u8a18\u3092\u5165\u529b\u3057\u305d\u306eCell\u3092\u5b9f\u884c\u3055\u305b\u3001\u4ee5\u4e0b\u306e\u69d8\u306bRendering\u3055\u308c\u308c\u3070OK\u3067\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/65-0.jpeg\" alt=\"mathinput.jpg\" \/><\/div>\n<p>Jupyter\u4e0a\u3067Mathjax\u3092\u4f7f\u3063\u305f\u6570\u5f0f\u306e\u30b5\u30f3\u30d7\u30eb\u306f\u3053\u306e\u8a18\u4e8b\u3084\u3001\u3053\u306e\u8a18\u4e8b\u306b\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001Mathjax\u306e\u6587\u6cd5\u306f\u3053\u306e\u8a18\u4e8b(\u82f1\u8a9e)\u304c\u7e8f\u307e\u3063\u3066\u5c45\u307e\u3059\u3002<\/p>\n<h3>notebook\u3092\u4fdd\u5b58\u3057\u3066\u307f\u308b<\/h3>\n<p>file &gt; rename\u3067\u3001\u4f5c\u6210\u3057\u305fnotebook\u306b\u540d\u524d\u3092\u4ed8\u3051\u3001file &gt; Download as\u3067*.ipynb\u5f62\u5f0f\u3067\u4fdd\u5b58\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h2>\u305d\u306e\u4ed6Jupyter\u6a5f\u80fd<\/h2>\n<h3>Jupyter\u4e0a\u3067shell script\u306e\u5b9f\u884c<\/h3>\n<p>\u4f7f\u3063\u3066\u3044\u3066Shell command\u3092\u5b9f\u884c\u3057\u305f\u3044\u3001\u3068\u3044\u3046\u30b1\u30fc\u30b9\u306f\u3061\u3087\u3044\u3061\u3087\u3044\u3042\u308a\u307e\u3059\u3002Python\u306elibrary\u3092\u8ffd\u52a0\u3057\u305f\u3044\u3001\u3084\u3001wget\u3067\u5225\u306eserver\u304b\u3089file\u3092\u6301\u3063\u3066\u304d\u305f\u3044\u3001\u306a\u3069\u3002<\/p>\n<p>Master node\u306bssh\u3067\u5165\u3063\u3066Script\u3092\u5b9f\u884c\u3057\u3066\u3082\u826f\u3044\u306e\u3067\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u3044\u305a\u308c\u304b\u306e\u65b9\u6cd5\u3067\u3001Jupyter\u4e0a\u3067\u76f4\u63a5shell script\u306e\u5b9f\u884c\u3082\u53ef\u80fd\u3067\u3059\u3002Jupyter\u3092\u8d77\u52d5\u3057\u305fuser\u6a29\u9650\u3067Script\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/p>\n<h5>commands\u3092\u4f7f\u3046<\/h5>\n<p>commands\u3068\u3044\u3046python library\u306f\u3001python\u4e0a\u3067shell script\u3092\u5b9f\u884c\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">commands<\/span>\r\n<span class=\"n\">commands<\/span><span class=\"p\">.<\/span><span class=\"n\">getoutput<\/span><span class=\"p\">(<\/span><span class=\"s\">\"date\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">commands<\/span><span class=\"p\">.<\/span><span class=\"n\">getoutput<\/span><span class=\"p\">(<\/span><span class=\"s\">\"curl yahoo.co.jp\"<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h5>Jupyter\u306e!\u3092\u4f7f\u3046<\/h5>\n<p>Jupyter\u56fa\u6709\u306e\u6a5f\u80fd\u3068\u3057\u3066\u3001!\u306e\u5f8c\u306bshell script\u3092\u66f8\u304f\u3068\u5b9f\u884c\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"o\">!<\/span><span class=\"nb\">date<\/span>\r\n<span class=\"o\">!<\/span>curl yahoo.co.jp\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u306e\u69d8\u306bsudo\u3057\u3066shell script\u306e\u5b9f\u884c\u3082\u53ef\u80fd\u3067\u3059\u304c\u3001script\u5b9f\u884c\u5f8c\u306bJupyter\u304c\u305a\u3063\u3068\u51e6\u7406\u4e2d\u306b\u306a\u308b\u306e\u3067\u3001Interrupt\u7b49\u3067\u5fa9\u65e7\u3055\u305b\u308b\u5fc5\u8981\u304c\u6709\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"o\">!<\/span><span class=\"nb\">sudo <\/span>su\r\n<span class=\"o\">!<\/span>find \/ <span class=\"nt\">-name<\/span> <span class=\"s1\">'hoge.txt'<\/span>\r\n<\/code><\/pre>\n<h3>Jupyter notebook extensions<\/h3>\n<p>Jupyter\/IPython\u306eextension\u3068\u8a00\u3046\u306e\u304c\u3001(Jupyter\u306e\u672c\u5bb6\u958b\u767ateam\u3068\u306f\u5225\u3067)\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3069\u3093\u306a\u6a5f\u80fd\u304c\u3042\u308b\u304b\u306f\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u304c\u3068\u3066\u3082\u826f\u304f\u7e8f\u307e\u3063\u3066\u5c45\u307e\u3059\u3002<\/p>\n<p>Extension\u306eInstall\u65b9\u6cd5\u306f\u3001\u4e0a\u8a18\u306ejupyter\u306e\u8a2d\u5b9a\u3067~\/.jupyter\/jupyter_notebook_config.py\u3092\u7de8\u96c6\u5f8c\u3001jupyter notebook\u3067Jupyter\u3092\u8d77\u52d5\u3055\u305b\u308b\u524d\u306b\u3001\u4ee5\u4e0b\u306e2\u884c\u3092\u5b9f\u884c\u3055\u305b\u308c\u3070OK\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">mkdir<\/span> <span class=\"nt\">-p<\/span> ~\/.local\/share\/jupyter\r\n<span class=\"nb\">sudo <\/span>pip <span class=\"nb\">install <\/span>https:\/\/github.com\/ipython-contrib\/IPython-notebook-extensions\/archive\/master.zip\r\n<\/code><\/pre>\n<p>\u767d\u72b6\u3059\u308b\u3068Extension\u306f\u81ea\u5206\u306f\u6b63\u76f4\u4f7f\u3063\u3066\u3044\u307e\u305b\u3093&#8230;\u3002ExecuteTime\u306f\u4fbf\u5229\u3067\u3059\u304c\u3002<\/p>\n<h3>Jupyter Magic Commands<\/h3>\n<p>Jupyter\/IPython\u306b\u306f\u3001Magic Commands\u3068\u3044\u3046\u5c02\u7528\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002ipython magic command\u3067\u30b0\u30b0\u308b\u3068\u3044\u308d\u3044\u308d\u51fa\u3066\u304d\u307e\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u69d8\u306a\u7269\u304c\u6709\u540d\u3067\u3059\u3002<\/p>\n<p>%who\u3067\u3001\u5ba3\u8a00\u3055\u308c\u3066\u3044\u308b\u5909\u6570\u4e00\u89a7\u306e\u8868\u793a<\/p>\n<p>%whos\u3067\u3001\u5ba3\u8a00\u3055\u308c\u3066\u3044\u308b\u5909\u6570\u4e00\u89a7\u306e\u8a73\u7d30\u8868\u793a(\u578b\u3068\u5024)<\/p>\n<p>%%timeit\u3067\u3001Cell\u306e\u51e6\u7406\u306b\u8981\u3057\u305f\u6642\u9593\u306e\u8a08\u6e2c<\/p>\n<p>object\u540d+?\u3067\u3001Object\u306e\u578b\u3068\u5024\u306e\u8868\u793a<\/p>\n<p>%quickref\u3067\u3001\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308bMagic Command\u306e\u4e00\u89a7\u306e\u8868\u793a<\/p>\n<p>Cell\u306b%whos\u3068\u5165\u529b\u3057\u305f\u72b6\u614b\u3067\u305d\u306eCell\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001Magic command\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\u304c\u3001\u767d\u72b6\u3059\u308b\u3068Magic Command\u306f\u81ea\u5206\u306f\u6b63\u76f4\u4f7f\u3063\u3066\u3044\u307e\u305b\u3093&#8230;\u3002%whos\u306f\u4fbf\u5229\u306a\u306e\u3067\u305f\u307e\u306b\u4f7f\u3044\u307e\u3059\u304c\u3002<\/p>\n<h2>\u6700\u5f8c\u306b<\/h2>\n<p>\u826f\u3044Jupyter\u751f\u6d3b\u3092\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b Jupyter\u521d\u5fc3\u8005\u306a\u306e\u3067\u3001AWS EC2\u4e0a\u306e\u74b0\u5883\u69cb\u7bc9\u65b9\u6cd5\u3001\u7c21\u5358\u306a\u4f7f\u3044\u65b9\u3092\u534a\u5e74\u5f8c\u306e\u81ea\u5206\u7528\u306b\u30c1\u30e9\u30b7\u306e\u88cf [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-45822","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>- Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u306f\u3058\u3081\u306b Jupyter\u521d\u5fc3\u8005\u306a\u306e\u3067\u3001AWS EC2\u4e0a\u306e\u74b0\u5883\u69cb\u7bc9\u65b9\u6cd5\u3001\u7c21\u5358\u306a\u4f7f\u3044\u65b9\u3092\u534a\u5e74\u5f8c\u306e\u81ea\u5206\u7528\u306b\u30c1\u30e9\u30b7\u306e\u88cf [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-10T23:33:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-04T06:17:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/35-0.png\" \/>\n<meta name=\"author\" content=\"\u6587, \u7fd4\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u6587, \u7fd4\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/\",\"name\":\"- Blog - Silicon 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Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/","og_locale":"zh_CN","og_type":"article","og_description":"\u306f\u3058\u3081\u306b Jupyter\u521d\u5fc3\u8005\u306a\u306e\u3067\u3001AWS EC2\u4e0a\u306e\u74b0\u5883\u69cb\u7bc9\u65b9\u6cd5\u3001\u7c21\u5358\u306a\u4f7f\u3044\u65b9\u3092\u534a\u5e74\u5f8c\u306e\u81ea\u5206\u7528\u306b\u30c1\u30e9\u30b7\u306e\u88cf [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/45822-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-08-10T23:33:14+00:00","article_modified_time":"2024-05-04T06:17:16+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d611a37434c4406cfcdb5\/35-0.png"}],"author":"\u6587, \u7fd4","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u6587, 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