{"id":64376,"date":"2021-10-01T10:32:35","date_gmt":"1970-01-01T00:00:00","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=64376"},"modified":"2024-05-06T11:49:47","modified_gmt":"2024-05-06T02:49:47","slug":"ph8","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/64376","title":{"rendered":"\u30c7\u30fc\u30bf\u89e3\u6790\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306b\u6700\u9069\u306e\u958b\u767a\u74b0\u5883 JupyterLab\u306b\u5165\u9580"},"content":{"rendered":"<p>\u4ee5\u524d\u3001<span style=\"color: #0000ff;\"><strong>\u30c7\u30fc\u30bf\u89e3\u6790\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u74b0\u5883<\/strong><\/span>\u3068\u3057\u3066\u3001<span style=\"color: #008000;\"><strong>Jupyter Notebook<\/strong><\/span>\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n            <a href=\"https:\/\/www.sejuku.net\/blog\/59437\" class=\"blog-card-anchor\">\n                <div class=\"blog-card\">\n                <div class=\"blog-card-content\">\n                    <div class=\"blog-card-thumbnail\">\n                    <img decoding=\"async\" class=\"blog-card-thumbnail-img\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/jupyter_notebook-150x84.jpg\">\n                    <\/div>\n                    <div class=\"blog-card-title-wrap\">\n                    <div class=\"blog-card-title\">\u521d\u5fc3\u8005\u5fc5\u898b\uff01\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u30aa\u30b9\u30b9\u30e1\u306eJupyter Notebook\u3068\u306f\uff1f<\/div>\n                    <div class=\"blog-card-update-date\">\u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            \n<p>\u3053\u306eJupyter Notebook\u306f<span style=\"color: #008000;\"><strong>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u8a18\u6cd5<\/strong><\/span>\u306b\u3088\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3001<span style=\"color: #008000;\"><strong>Python\u3084R<\/strong><\/span>\u306a\u3069\u306e<span style=\"color: #0000ff;\"><strong>\u30b3\u30fc\u30c9\u3001\u305d\u3057\u3066\u305d\u306e\u5b9f\u884c\u7d50\u679c\u3092\u307e\u3068\u3081\u3066\u4e00\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u6b8b\u305b\u308b<\/strong><\/span>\u3081\u3061\u3083\u304f\u3061\u3083\u4fbf\u5229\u306a\u30a2\u30d7\u30ea\u3067\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<span style=\"color: #0000ff;\"><strong>\u305d\u306eNotebook\u304c\u66f4\u306b\u9032\u5316\u3057\u3066\u3082\u3063\u3068\u4f7f\u3044\u3084\u3059\u304f\u306a\u3063\u305f<\/strong><\/span><span style=\"color: #008000;\"><strong>Python\u958b\u767a\u74b0\u5883\u300cJupyterLab\u300d<\/strong><\/span>\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #0000ff;\"><strong>AI\u306e\u52c9\u5f37\u3092\u3059\u308b\u306a\u3089\u30de\u30b9\u30c8\u306a\u958b\u767a\u74b0\u5883<\/strong><\/span>\u3067\u3059\uff01<\/p>\n<p>\u3059\u3050\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u4f7f\u3044\u3053\u306a\u3057\u3061\u3083\u3044\u307e\u3057\u3087\u3046\uff01<\/p>\n<p>\u306a\u304a\u3001Python\u306e\u8a18\u4e8b\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/www.sejuku.net\/blog\/147190\" target=\"_blank\" rel=\"noopener\">\u3053\u3061\u3089<\/a>\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>JupyterLab\u3068\u306f<\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-59452\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/jupyter_notebook1-640x292.png\" alt=\"\" width=\"640\" height=\"292\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/jupyter_notebook1-640x292.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/jupyter_notebook1-150x68.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/jupyter_notebook1-300x137.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/jupyter_notebook1.png 700w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><a href=\"https:\/\/jupyter.org\/\">[\u30ea\u30f3\u30af\uff1ahttps:\/\/jupyter.org\/]<\/a><\/p>\n<p>JupyterLab\u306f\u3001Jupyter Notebook\u3068\u540c\u3058\u304f<span style=\"color: #0000ff;\"><strong>\u30c7\u30fc\u30bf\u89e3\u6790\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306b\u6700\u9069\u306a\u7d71\u5408\u958b\u767a\u74b0\u5883<\/strong><\/span>\u3067\u3059\u3002<\/p>\n<div style=\"padding: 10px 5px 10px 20px; margin-bottom: 20px; border: 2px solid #4286f4;\">Jupyter Project\u516c\u5f0f\u30da\u30fc\u30b8\uff1a<a href=\"http:\/\/jupyter.org\/\">http:\/\/jupyter.org\/<\/a><br \/>\nJupyterLab\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff1a<a href=\"http:\/\/jupyterlab.readthedocs.io\/en\/stable\/\">http:\/\/jupyterlab.readthedocs.io\/en\/stable\/<\/a><br \/>\nJupyterLab Github\u30ea\u30dd\u30b8\u30c8\u30ea\uff1a<a href=\"https:\/\/github.com\/jupyterlab\/jupyterlab\">https:\/\/github.com\/jupyterlab\/jupyterlab<\/a><\/div>\n<p>\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u4e3b\u8981\u306a\u3082\u306e\u306f<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>Python<\/strong><\/span><\/li>\n<li><span style=\"color: #008000;\"><strong>Julia<\/strong><\/span><\/li>\n<li><span style=\"color: #008000;\"><strong>R<\/strong><\/span><\/li>\n<li><span style=\"color: #008000;\"><strong>Scala<\/strong><\/span><\/li>\n<\/ul>\n<p>\u306a\u3069\u3002\u30c7\u30fc\u30bf\u89e3\u6790\u3067\u4f7f\u3044\u305f\u3044\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306f\u4e00\u901a\u308a\u4f7f\u3048\u307e\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3053\u308c\u4ee5\u5916\u306b\u3082\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u304cJupyterLab\u306e\u74b0\u5883\u3067\u958b\u767a\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #008000;\"><strong>Markdown\u3084LaTex\u3001HTML\u306a\u3069\u306e\u30de\u30fc\u30af\u30a2\u30c3\u30d7\u8a00\u8a9e<\/strong><\/span>\u306b\u3088\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u8a18\u8ff0\u304c\u53ef\u80fd\u3067\u3001\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3068\u305d\u306e\u5b9f\u884c\u7d50\u679c\uff08\u30ed\u30b0\u3084\u30b0\u30e9\u30d5\u306a\u3069\uff09\u3092\u4e00\u3064\u306eipynb\u30d5\u30a1\u30a4\u30eb\u306b\u307e\u3068\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u9a13\u8a18\u9332\u3092JupyterLab\u3067\u4f5c\u3063\u3066\u53cb\u9054\u306b\u5171\u6709\u3057\u305f\u308a\u3001<span style=\"color: #008000;\"><strong>Github\/Gist<\/strong><\/span>\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u4e16\u754c\u4e2d\u306e\u4eba\u306b\u898b\u3066\u3082\u3089\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u4f7f\u3044\u65b9<\/h2>\n<h3>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u7c21\u5358\u3067\u3059\u3002<\/p>\n<p>Anaconda Python\u3092\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3002<\/p>\n<pre class=\"lang:default decode:true\">conda install -c conda-forge jupyterlab<\/pre>\n<p>\u666e\u901a\u306ePython\u3092\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3002<\/p>\n<pre class=\"lang:default decode:true \">pip install jupyterlab<\/pre>\n<p>\u3053\u308c\u3089\u3092<span style=\"color: #0000ff;\"><strong>\u30bf\u30fc\u30df\u30ca\u30eb\u3084\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u5b9f\u884c<\/strong><\/span>\u3059\u308c\u3070\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4f5c\u696d\u304c\u59cb\u307e\u308a\u307e\u3059\uff01<\/p>\n<h3>\u64cd\u4f5c\u65b9\u6cd5<\/h3>\n<h4>Jupyterlab\u306e\u8d77\u52d5<\/h4>\n<p>\u30bf\u30fc\u30df\u30ca\u30eb\u306a\u3069\u306e\u7aef\u672b\u3067\u3001<span style=\"color: #0000ff;\"><strong>JupyterLab\u3092\u8d77\u52d5\u3057\u305f\u3044\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5<\/strong><\/span>\u3057\u3066\u304b\u3089<\/p>\n<pre class=\"lang:default decode:true\">jupyter-lab\r\n<\/pre>\n<p>\u3068\u6253\u3061\u8fbc\u3080\u3053\u3068\u3067\u3001\u30a6\u30a7\u30d6\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001Anaconda\u3092\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001<span style=\"color: #008000;\"><strong>Anaconda Navigator<\/strong><\/span>\u3068\u3044\u3046\u30a2\u30d7\u30ea\u304b\u3089\u8d77\u52d5\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-55354\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/anaconda-nav-640x350.png\" alt=\"\" width=\"640\" height=\"350\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/anaconda-nav-640x350.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/anaconda-nav-150x82.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/anaconda-nav-300x164.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/anaconda-nav-810x443.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/anaconda-nav-1140x623.png 1140w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/05\/anaconda-nav.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>Anaconda Navigator\u306e\u753b\u9762\u304b\u3089\u3001<span style=\"color: #0000ff;\"><strong>JupyterLab\u306e\u4e0b\u306e[Launch]\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af<\/strong><\/span>\u3057\u3066\u8d77\u52d5\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>JupyterLab\u306e\u30c8\u30c3\u30d7\u753b\u9762<\/h4>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-59373\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/anaconda_cap10-640x477.png\" alt=\"\" width=\"640\" height=\"477\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/anaconda_cap10-640x477.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/anaconda_cap10-150x112.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/anaconda_cap10-300x224.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/anaconda_cap10-810x604.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/anaconda_cap10-1140x850.png 1140w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/anaconda_cap10.png 1193w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>JupyterLab\u304c\u8d77\u52d5\u3059\u308b\u3068\u4e0a\u306e\u3088\u3046\u306a\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>Notebook\u6b04\u3084Console\u6b04\u306b\u8868\u793a\u3055\u308c\u308b\u8a00\u8a9e\u306f\u3001\u3054\u81ea\u5206\u306ePC\u5185\u3067Jupyter\u306b\u5bfe\u5fdc\u3057\u305f\u8a00\u8a9e\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u6700\u521d\u306fPython\u3060\u3051\u304c\u8868\u793a\u3055\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u753b\u9762\u306e\u5de6\u5074\u306b\u30d5\u30a1\u30a4\u30eb\u3084\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306a\u3069\u304c\u8868\u793a\u3055\u308c\u3001\u753b\u9762\u306e\u53f3\u5074\u3067\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>\u30e1\u30a4\u30f3\u306b\u306a\u308b\u53f3\u5074\u753b\u9762\u306e\u5404\u9805\u76ee\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6a5f\u80fd\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong><span style=\"text-decoration: underline;\">Notebook<\/span><\/strong><\/span>\n<ul>\n<li>Jupyter Notebook\u76f8\u5f53\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u8d77\u52d5\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #008000;\"><strong><span style=\"text-decoration: underline;\">Console<\/span><\/strong><\/span>\n<ul>\n<li>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306eREPL\uff08\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30b7\u30a7\u30eb\u3001\u5bfe\u8a71\u7684\u306b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u3067\u304d\u308b\u74b0\u5883\uff09\u304c\u8d77\u52d5\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><span style=\"color: #008000;\"><strong><span style=\"text-decoration: underline;\">Other<\/span><\/strong><\/span>\n<ul>\n<li>Terminal\u30fb Text Editor\u306a\u3069\u304cJupyterLab\u304b\u3089\u4f7f\u3048\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>JupyterLab\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u753b\u9762<\/h4>\n<p>\u305d\u308c\u3067\u306f[Notebook]\u306e[Python 3]\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-64426\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab1-640x318.png\" alt=\"\" width=\"640\" height=\"318\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab1-640x318.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab1-150x74.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab1-300x149.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab1-810x402.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab1-1140x566.png 1140w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab1.png 1897w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>[JupyterLab\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u753b\u9762]<\/p>\n<p>\u753b\u9762\u5de6\u306e[Files]\u30b9\u30da\u30fc\u30b9\u306b\u8868\u793a\u3055\u308c\u305fUntitled.ipynb\u304c\u3001\u73fe\u5728\u958b\u3044\u3066\u3044\u308bnotebook\u3067\u3059\u3002<\/p>\n<p>\u3053\u306eUntitled.ipynb\u3092\u53f3\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30eb\u306b\u5bfe\u3059\u308b\u69d8\u3005\u306a\u64cd\u4f5c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-64427\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab12-640x517.png\" alt=\"\" width=\"640\" height=\"517\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab12-640x517.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab12-150x121.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab12-300x242.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab12.png 760w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u305f\u308a\u3001\u524a\u9664\u3057\u305f\u308a\u3001\u540d\u524d\u3092\u5909\u66f4\u3057\u305f\u308a\u306a\u3069\u306e\u57fa\u672c\u64cd\u4f5c\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001Shutdown Kernel\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u9078\u629e\u3057\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u51e6\u7406\u3092\u6b62\u3081\u308b\u4e8b\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u753b\u9762\u53f3\u306eIn [ ]:\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u30bb\u30eb\u304c\u3001JupyterLab\u3067\u306e\u958b\u767a\u306e\u4e3b\u5f79\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306e\u64cd\u4f5c\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f<a href=\"https:\/\/www.sejuku.net\/blog\/59437#Jupyter_Notebook-2\">Jupyter Notebook\u306e\u3068\u304d\u3068\u307b\u307c\u540c\u3058<\/a>\u306a\u306e\u3067\u3001\u6c17\u306b\u306a\u308b\u65b9\u306f\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u305d\u308c\u3067\u306f\u30bb\u30eb\u306e\u6a5f\u80fd\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h5>\u25cf\u30b3\u30fc\u30c9\u30bb\u30eb<\/h5>\n<p>\u30b3\u30fc\u30c9\u306e\u8a18\u8ff0\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30fc\u30c9\u306e\u5148\u982d\u6570\u6587\u5b57\u3092\u5165\u308c\u308b\u3068<span style=\"color: #0000ff;\"><strong>\u7d9a\u304d\u304c\u88dc\u5b8c<\/strong><\/span>\u3055\u308c\u305f\u308a\u3001<span style=\"color: #0000ff;\"><strong>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30df\u30b9\u304c\u3042\u308c\u3070\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u8868\u793a<\/strong><\/span>\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-64428 size-full\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab3.gif\" alt=\"\" width=\"1896\" height=\"856\" \/><\/p>\n<p><span style=\"color: #0000ff;\"><strong>\u30b0\u30e9\u30d5\u306e\u8868\u793a\u3082\u3067\u304d\u307e\u3059<\/strong><\/span>\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-64429 size-full\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab4.gif\" alt=\"\" width=\"1896\" height=\"856\" \/><\/p>\n<p>Jupyter Notebook\u3067\u306f\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3059\u308b\u3068\u304d\u306b<\/p>\n<pre class=\"lang:default decode:true\">%matplotlib inline<\/pre>\n<p>\u3068\u3044\u3046\u30de\u30b8\u30c3\u30af\u30b3\u30de\u30f3\u30c9\u304c\u5fc5\u8981\u3067\u3057\u305f\u304c\u3001Lab\u3067\u306f\u306a\u304f\u3066\u3082\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u25cfMarkdown\u30bb\u30eb<\/p>\n<p>Markdown\u30bb\u30eb\u3067\u306f\u7c21\u5358\u306a\u30de\u30fc\u30af\u30a2\u30c3\u30d7\u8a00\u8a9e\u3092\u4f7f\u3044\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8a18\u8ff0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-64430 size-full\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/jupyterlab5.gif\" alt=\"\" width=\"1896\" height=\"856\" \/><\/p>\n<p><span style=\"color: #0000ff;\"><strong>\u30bb\u30eb\u306e\u4f4d\u7f6e\u306e\u79fb\u52d5<\/strong><\/span>\u3082\u3001<span style=\"color: #0000ff;\"><strong>\u30bb\u30eb\u3092\u30c9\u30e9\u30c3\u30b0\u3059\u308b\u3060\u3051<\/strong><\/span>\u3067\u7c21\u5358\u306b\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h3>\u5171\u6709<\/h3>\n<p>Notebook\u306e\u5171\u6709\u306b\u306f\u69d8\u3005\u306a\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u4e00\u756a\u7c21\u5358\u306aGist\u3092\u4f7f\u3063\u305f\u65b9\u6cd5\u3092\u8a66\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u4f7f\u3063\u305f<span style=\"color: #0000ff;\"><strong>Notebook\u3092Gist\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong><\/span>\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>Gist\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3068\u30d6\u30ed\u30b0\u306b\u8cbc\u308a\u4ed8\u3051\u308b\u306e\u3082\u7c21\u5358\u3067\u3059\u306e\u3067\u3001Notebook\u306e\u5171\u6709\u306b\u306f\u3082\u3063\u3066\u3053\u3044\u3067\u3059\u306d\u3002<\/p>\n<p>Github\u3001Gist\u3069\u3061\u3089\u3082Jupyter Notebook\u5f62\u5f0f\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u30d7\u30ec\u30d3\u30e5\u30fc\u304c\u53ef\u80fd\u306a\u306e\u3067\u3001\u305c\u3072\u4f7f\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092<span style=\"color: #0000ff;\"><strong>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308c\u3070\u3001\u624b\u5143\u3067\u4ed6\u306e\u4eba\u304c\u4f5c\u3063\u305fNotebook\u3092\u5b9f\u884c\u3057\u3066\u307f\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059<\/strong><\/span>\u3002<\/p>\n<h2>[\u304a\u307e\u3051]Colaboratory\u3067\u624b\u8efd\u306bJupyter\u3092\u4f7f\u3046<\/h2>\n<p>\u304a\u624b\u5143\u306ePC\u306bJupyter\u306e\u74b0\u5883\u3092\u7528\u610f\u3057\u306a\u304f\u3066\u3082\u3001Google\u304c\u63d0\u4f9b\u3057\u3066\u304f\u308c\u3066\u3044\u308bColaboratory\u3068\u3044\u3046\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3048\u3070\u3001\u624b\u8efd\u306bJupyter\u304c\u8a66\u305b\u307e\u3059\u3002<\/p>\n<p>GPU\u3084TPU\uff08Google\u304c\u958b\u767a\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u5411\u3051\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\uff09\u3082\u300c\u7121\u6599\u3067\u300d\u4f7f\u3048\u308b\u306e\u3067\u3001\u767a\u8868\u3055\u308c\u3066\u4e00\u6c17\u306b\u8a71\u984c\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>Web\u30d6\u30e9\u30a6\u30b6\u3067<a href=\"https:\/\/colab.research.google.com\/\">https:\/\/colab.research.google.com\/<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u3001\u300c\u3053\u3093\u306b\u3061\u306fColaboratory\u300d\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u306enotebook\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-76465\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/colab-640x221.png\" alt=\"\" width=\"640\" height=\"221\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/colab-640x221.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/colab-150x52.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/colab-300x104.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/colab-810x280.png 810w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/colab-1140x394.png 1140w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u57fa\u672c\u64cd\u4f5c\u306f\u3053\u306enotebook\u3092\u898b\u308c\u3070\u5927\u4f53\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001Colaboratory\u306b\u95a2\u3057\u3066\u306e\u3088\u308a\u8a73\u3057\u3044\u89e3\u8aac\u3092\u307e\u3068\u3081\u3066\u3044\u3089\u3063\u3057\u3083\u308b\u65b9\u3082\u3044\u308b\u3088\u3046\u306a\u306e\u3067\u3001\u8208\u5473\u304c\u3042\u308c\u3070\u305d\u308c\u3089\u3092\u8aad\u307f\u306a\u304c\u3089\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<span style=\"color: #0000ff;\"><strong>JupyterLab\u306e\u4f7f\u3044\u65b9<\/strong><\/span>\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<div style=\"padding: 10px 5px 10px 20px; margin-bottom: 20px; border: 2px solid #ffe4e2;\">\u25cf\u307e\u3068\u3081<br \/>\n1. JupyterLab\u306fJupyter Notebook\u8b72\u308a\u306e\u4f7f\u3044\u52dd\u624b\u3068\u3001\u66f4\u306b\u6d17\u7df4\u3055\u308c\u305f\u6a5f\u80fd\u3092\u6301\u3063\u305f\u4fbf\u5229\u306a\u958b\u767a\u74b0\u5883<br \/>\n2. \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u52c9\u5f37\u3092JupyterLab\u306e\u4e0a\u3067\u884c\u3048\u3070\u3001\u4f5c\u696d\u30ed\u30b0\u3092\u7c21\u5358\u306b\u6b8b\u305b\u3066\u5916\u90e8\u516c\u958b\u3082\u624b\u8efd<\/div>\n<p>Gist\u3084Github\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u7c21\u5358\u306b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306b\u516c\u958b\u3067\u304d\u308b\u306e\u3067\u3001\u662f\u975e\u3068\u3082\u8a66\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<p>\u307e\u305f\u3001<span style=\"color: #ff0000;\"><strong>JupyterLab\u3092\u4f7f\u3063\u3066\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u52c9\u5f37\u3092\u59cb\u3081\u3066\u307f\u305f\u3044\uff01<\/strong><\/span>\u3068\u3044\u3046\u65b9\u306f<a href=\"https:\/\/lp.sejuku.net\/lp1_blog_01\/?cid=ai_btn1_64376\">\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30de\u30f3\u30c4\u30fc\u30de\u30f3\u30ec\u30c3\u30b9\u30f3<\/a>\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee5\u524d\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u74b0\u5883\u3068\u3057\u3066\u3001Jupyter Notebook\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002 \u3053\u306eJupyter Notebook\u306f\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u8a18\u6cd5\u306b\u3088\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3001Python\u3084R\u306a\u3069\u306e 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