{"id":46098,"date":"2023-05-01T07:34:17","date_gmt":"2024-01-22T05:19:37","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46098-2\/"},"modified":"2024-04-30T02:07:15","modified_gmt":"2024-04-29T18:07:15","slug":"46098-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46098-2\/","title":{"rendered":""},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>Jupyter notebook\u306f\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u3059\u308b\u4e0a\u3067\u7d20\u6674\u3089\u3057\u3044\u74b0\u5883\u3060\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u305f\u3060\u3001R\u3092Jupyter notebook\u4e0a\u3067\u52d5\u304b\u3059\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u969b\u3001Docker\u3092\u4f7f\u3046\u65e5\u672c\u8a9e\u8cc7\u6599\u304c\u898b\u5f53\u305f\u3089\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u5099\u5fd8\u9332\u3082\u517c\u306d\u3066\u66f8\u304d\u7559\u3081\u3066\u304a\u304d\u307e\u3059\u3002<br \/>\n\u3053\u3053\u3067\u306f\u8868\u984c\u306e\u901a\u308aDocker\u3092\u4f7f\u3063\u3066\u3001\u4eee\u60f3\u5316\u3068\u518d\u73fe\u6027\u3092\u62c5\u4fdd\u3057\u3064\u3064\u3001R\u4e0a\u3067jupyter\u3092\u4f7f\u3046\u74b0\u5883\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002(\u306a\u308b\u3079\u304fDocker\u3068\u304banaconda\u3068\u304b\u77e5\u3089\u306a\u3044\u4eba\u3067\u3082\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u3064\u3082\u308a\u3067\u3059\u3002)<\/p>\n<p>\u306a\u304a\u3001\u3053\u306e\u8a18\u4e8b\u306fMac\u306e\u65b9\u3092\u5bfe\u8c61\u3068\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\nwindows\u306e\u65b9\u306f\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u3078\u3069\u3046\u305e\u3002<br \/>\n\u79c1\u306e\u30c7\u30fc\u30bf\u89e3\u6790\u74b0\u5883\u69cb\u7bc9 for Windows (Docker + anaconda + Jupyter + R)<\/p>\n<h3>\u3053\u3093\u306a\u4eba\u306b\u304a\u3059\u3059\u3081<\/h3>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">R\u8a00\u8a9e\u3067\u30c7\u30fc\u30bf\u89e3\u6790\u3057\u305f\u3044\u3051\u3069python\u3082\u4f7f\u3044\u305f\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\">\u74b0\u5883\u306f\u4eee\u60f3\u5316\u3057\u3066\u304a\u304d\u305f\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\">\u7dba\u9e97\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4f7f\u3044\u305f\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\">\u89e3\u6790\u7d50\u679c\u306e\u518d\u73fe\u6027\u3092\u62c5\u4fdd\u3057\u305f\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u7c21\u5358\u306b\u74b0\u5883\u69cb\u7bc9\u3057\u305f\u3044<\/ul>\n<h3>\u74b0\u5883\u69cb\u7bc9<\/h3>\n<p>\uff11. docker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<br \/>\nDocker Hub \u306b\u30ed\u30b0\u30a4\u30f3\u307e\u305f\u306f\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u5f8c(\u7121\u6599)\u3001<br \/>\nDocker Store(Mac)\u304b\u3089dmg\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002(get Docker\u30dc\u30bf\u30f3\u3092\u62bc\u3059)<br \/>\n\u305d\u308c\u3092\u89e3\u51cd\u3057\u3066\u3001Docker.app \u3092\u8d77\u52d5\u3057\u3001\u30ed\u30b0\u30a4\u30f3\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u3044\u3066<\/p>\n<pre class=\"post-pre\"><code>docker info\r\n<\/code><\/pre>\n<p>\u3092\u5b9f\u884c\u3067\u304d\u308c\u3070\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6210\u529f\u3067\u3059\u3002<\/p>\n<p>\u4ee5\u964d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001Docker\u306b\u3064\u3044\u3066\u308f\u304b\u3089\u306a\u3044\u65b9\u3067\u3082\u3067\u304d\u308b\u3088\u3046\u306b&amp;\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u3067Jupyter\u3092\u7acb\u3061\u4e0a\u3052\u3089\u308c\u308b\u3088\u3046\u306b\u3001\u4fbf\u5b9c\u4e0a\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u610f\u3057\u3066\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059\u3002<br \/>\n(Docker\u304c\u4f7f\u3048\u308b\u65b9\u306f\u3001Docker\u30b3\u30de\u30f3\u30c9\u3092\u76f4\u6253\u3061\u3057\u3066\u3082\u3089\u3063\u3066\u3082\u304b\u307e\u3044\u307e\u305b\u3093\u3002)<\/p>\n<p>\uff12. &#8220;R_analysis.sh&#8221;\u3068\u3044\u3046\u540d\u524d\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308b\uff08\u62e1\u5f35\u5b50\u306b\u6ce8\u610f\uff09<br \/>\n\u30d5\u30a1\u30a4\u30eb\u540d\u306f\u306a\u3093\u3067\u3082\u3044\u3044\u3067\u3059\u304c\u3001\u4eca\u56de\u306fR_analysis.sh\u3068\u3057\u3066\u9032\u3081\u307e\u3059\u3002<\/p>\n<p>\uff13. \u305d\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u7b49\u3067\u958b\u304d\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u8cbc\u308a\u4ed8\u3051\u308b<br \/>\nproject_dir=\u3007\u3007\u306e\u884c\u306e\u3068\u3053\u308d\u306f\u9069\u5b9c\u66f8\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n(\u30ce\u30fc\u30c8\u3092\u4fdd\u5b58\u3059\u308b\u5834\u6240\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\/workspace\/programing\/R\/r_analysis\u306b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u3001<br \/>\njupyter\u4e0a\u3067\u5b9f\u884c\u3057\u305f\u89e3\u6790\u306f\u305d\u3053\u3067\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002)<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\">#!\/bin\/bash<\/span>\r\n<span class=\"c\"># \u81ea\u5206\u306e\u597d\u304d\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u5909\u3048\u3066\u304f\u3060\u3055\u3044<\/span>\r\n<span class=\"nv\">project_dir<\/span><span class=\"o\">=<\/span>\/workspace\/programing\/R\/r_analysis\r\n\r\n<span class=\"c\"># \u6307\u5b9a\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u7121\u304b\u3063\u305f\u3089\u4f5c\u308a\u3001\u79fb\u52d5\u3059\u308b\u4f5c\u696d<\/span>\r\n<span class=\"nb\">cd<\/span> ~\r\n<span class=\"nv\">arr<\/span><span class=\"o\">=(<\/span><span class=\"sb\">`<\/span><span class=\"nb\">echo<\/span> <span class=\"nv\">$project_dir<\/span> | <span class=\"nb\">tr<\/span> <span class=\"nt\">-s<\/span> <span class=\"s1\">'\/'<\/span> <span class=\"s1\">' '<\/span><span class=\"sb\">`<\/span><span class=\"o\">)<\/span>\r\n<span class=\"k\">for <\/span>item <span class=\"k\">in<\/span> <span class=\"k\">${<\/span><span class=\"nv\">arr<\/span><span class=\"p\">[@]<\/span><span class=\"k\">}<\/span><span class=\"p\">;<\/span> <span class=\"k\">do\r\n    if<\/span> <span class=\"o\">[<\/span> <span class=\"nt\">-e<\/span> <span class=\"nv\">$item<\/span> <span class=\"o\">]<\/span><span class=\"p\">;<\/span> <span class=\"k\">then\r\n        <\/span><span class=\"nb\">cd<\/span> <span class=\"nv\">$item<\/span>\r\n    <span class=\"k\">else\r\n        <\/span><span class=\"nb\">mkdir<\/span> <span class=\"nv\">$item<\/span>\r\n        <span class=\"nb\">cd<\/span> <span class=\"nv\">$item<\/span>\r\n    <span class=\"k\">fi\r\ndone<\/span>\r\n\r\n<span class=\"c\"># jupyter\/r-notebook \u30a4\u30e1\u30fc\u30b8\u3092dockerhub\u304b\u3089\u53d6\u5f97<\/span>\r\n<span class=\"nv\">com<\/span><span class=\"o\">=<\/span><span class=\"si\">$(<\/span>docker images jupyter\/r-notebook<span class=\"si\">)<\/span>\r\n<span class=\"k\">if<\/span> <span class=\"o\">[<\/span> <span class=\"nt\">-z<\/span> <span class=\"s1\">'$(echo $com | grep -e \"jupyter\/r-notebook\")'<\/span> <span class=\"o\">]<\/span><span class=\"p\">;<\/span> <span class=\"k\">then\r\n    <\/span>docker pull jupyter\/r-notebook\r\n<span class=\"k\">fi<\/span>\r\n\r\n<span class=\"c\"># \u30a4\u30e1\u30fc\u30b8\u304b\u3089\u30b3\u30f3\u30c6\u30ca\u3092\u751f\u6210<\/span>\r\n<span class=\"nv\">ID<\/span><span class=\"o\">=<\/span><span class=\"si\">$(<\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--rm<\/span> <span class=\"nt\">-p<\/span> 8888:8888 <span class=\"nt\">--name<\/span> r_analysis <span class=\"nt\">-v<\/span> <span class=\"s2\">\"<\/span><span class=\"nv\">$PWD<\/span><span class=\"s2\">\"<\/span>:\/home\/jovyan jupyter\/r-notebook<span class=\"si\">)<\/span>\r\n<span class=\"nb\">echo<\/span> <span class=\"s2\">\"sleep\"<\/span>\r\n<span class=\"c\"># \u30b5\u30fc\u30d0\u304c\u3059\u3050\u7acb\u3061\u4e0a\u304c\u3089\u306a\u3044\u306e\u3067\u5c11\u3057\u5f85\u6a5f<\/span>\r\n<span class=\"nb\">sleep <\/span>2\r\n<span class=\"nv\">str<\/span><span class=\"o\">=<\/span><span class=\"sb\">`<\/span>docker <span class=\"nb\">exec<\/span> <span class=\"nv\">$ID<\/span> jupyter notebook list<span class=\"sb\">`<\/span>\r\n<span class=\"nv\">str<\/span><span class=\"o\">=<\/span><span class=\"sb\">`<\/span><span class=\"nb\">echo<\/span> <span class=\"k\">${<\/span><span class=\"nv\">str<\/span><span class=\"p\">#*<\/span>:<span class=\"k\">}<\/span><span class=\"sb\">`<\/span>\r\n<span class=\"nv\">str<\/span><span class=\"o\">=<\/span><span class=\"sb\">`<\/span><span class=\"nb\">echo<\/span> <span class=\"k\">${<\/span><span class=\"nv\">str<\/span><span class=\"p\">%<\/span>::<span class=\"p\">*<\/span><span class=\"k\">}<\/span><span class=\"sb\">`<\/span>\r\nopen <span class=\"nv\">$str<\/span>\r\n<\/code><\/pre>\n<p>\u203b\u4e0a\u8a18\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u306f\u3001<br \/>\n\u2460\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3068\u306a\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210<br \/>\n\u2461\u30ed\u30fc\u30ab\u30eb\u306bjupyter\/r-notebook\u30a4\u30e1\u30fc\u30b8\u304c\u306a\u3051\u308c\u3070\u3001Docker Hub\u304b\u3089\u3068\u3063\u3066\u304f\u308b(\u30ed\u30b0\u30a4\u30f3\u5fc5\u9808)<br \/>\n\u2462docker\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3063\u3066\u3001jupyter\/r-notebook\u30a4\u30e1\u30fc\u30b8\u304b\u3089r_analysis\u3068\u3044\u3046\u540d\u524d\u3067<br \/>\n\u30b3\u30f3\u30c6\u30ca\u3092\u751f\u6210\u3057\u3066\u30ed\u30fc\u30ab\u30eb\u306bJupyter\u306e\u30b5\u30fc\u30d0\u3092\u305f\u3066\u308b<br \/>\n\u2463\u30d6\u30e9\u30a6\u30b6\u3092\u7acb\u3061\u4e0a\u3052\u3066Jupyter\u306eURL\u306b\u30a2\u30af\u30bb\u30b9<br \/>\n\u3092\u9806\u756a\u306b\u884c\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\ndocker\u3092\u3054\u5b58\u77e5\u306e\u65b9\u306f\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u308f\u305a\u306b\u76f4\u63a5\u30b3\u30de\u30f3\u30c9\u3092\u53e9\u3044\u3066\u3082\u3089\u3063\u3066\u3082\u69cb\u3044\u307e\u305b\u3093\u3002<br \/>\n4. \u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u7528\u306e\u30d5\u30a1\u30a4\u30eb\u3082\u4f5c\u3063\u3066\u304a\u304f<br \/>\n\u5148\u307b\u3069\u3068\u540c\u3058\u8981\u9818\u3067&#8221;R_analysis_shutdown.sh&#8221;\u3068\u3044\u3046\u540d\u524d\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308a\u3001<br \/>\n\u4ee5\u4e0b\u3092\u30b3\u30d4\u30da\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\">#!\/bin\/bash<\/span>\r\n\r\n<span class=\"nv\">text<\/span><span class=\"o\">=<\/span><span class=\"sb\">`<\/span>docker ps <span class=\"nt\">-a<\/span> <span class=\"nt\">-f<\/span> <span class=\"s1\">'name=r_analysis'<\/span> <span class=\"nt\">--format<\/span> <span class=\"s2\">\"{{.ID}}\"<\/span><span class=\"sb\">`<\/span>\r\ndocker stop <span class=\"nv\">$text<\/span>\r\n<\/code><\/pre>\n<p>\uff15. &#8220;R_analysis.sh&#8221;\u30d5\u30a1\u30a4\u30eb\u3092\u53f3\u30af\u30ea\u30c3\u30af\u3057\u3066\u300c\u60c5\u5831\u3092\u898b\u308b\u300d\u304b\u3089\u3001\u300c\u3053\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u958b\u304f\u300d\u3092\u30bf\u30fc\u30df\u30ca\u30eb\u306b\u8a2d\u5b9a<br \/>\n\uff16. \u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u3068\u304b\u306b\u4f5c\u6210\u3057\u305f2\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u7f6e\u3044\u3066\u3001\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3067\u5b9f\u884c<br \/>\n\uff08\u6700\u521d\u306f docker image \u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u3001jupyter\u304c\u958b\u304f\u307e\u3067\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\uff09<br \/>\nJupyter\u304c\u7121\u4e8b\u958b\u3051\u3070\u5b8c\u4e86\u3067\u3059\uff01<br \/>\n\u304a\u75b2\u308c\u69d8\u3067\u3057\u305f\u3002<br \/>\n\u203b\u6ce8\u610f\uff1a\u9589\u3058\u308b\u6642\u306f\u5fc5\u305a\u30bb\u30fc\u30d6\uff08\u5de6\u4e0a\u306e\u4fdd\u5b58\u30dc\u30bf\u30f3\u307e\u305f\u306f ctr+S\uff09\u3092\u3057\u305f\u3042\u3068\u3001<br \/>\nquit\u30dc\u30bf\u30f3\u3067\u30b5\u30fc\u30d0\u3092\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u3057\u3066\u304b\u3089\u9589\u3058\u308b\u30dc\u30bf\u30f3\u3067\u6d88\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u3082\u3057\u5fd8\u308c\u3066\u3057\u307e\u3063\u305f\u5834\u5408\u306f\u3001Docker\u30b3\u30de\u30f3\u30c9\u3092\u53e9\u3044\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u505c\u6b62\u3055\u305b\u308b\u304b\u3001<br \/>\nR_analysis_shutdown.sh\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>hello R<\/h3>\n<p>\u3067\u306f\u3053\u306e\u74b0\u5883\u3067 hello R \u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br \/>\n\u307e\u305a\u3001\u5148\u307b\u3069\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u5b9f\u884c\u3057\u305f\u72b6\u614b\u3067\u3042\u308c\u3070jupyter\u304c\u958b\u3044\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\uff08\u9589\u3058\u3066\u3057\u307e\u3063\u305f\u65b9\u306f\u3082\u3046\u4e00\u5ea6R_analysis.sh\u3092\u5b9f\u884c\u3057\u3066\u7acb\u3061\u4e0a\u3052\u307e\u3057\u3087\u3046\u3002\u7acb\u3061\u4e0a\u304c\u3089\u306a\u3044\u5834\u5408\u306f\u3001\u3059\u3067\u306b\u30b5\u30fc\u30d0\u304c\u7acb\u3061\u4e0a\u304c\u3063\u3066\u3044\u308b\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u306e\u3067\u3001R_analysis_shutdown.sh\u3092\u5b9f\u884c\u3057\u3066\u304b\u3089\u3082\u3046\u4e00\u5ea6\u30c8\u30e9\u30a4\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff09<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d62f137434c4406d010b8\/18-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u6700\u5f8c\u306b\u3001\u30bb\u30eb\u306b<\/p>\n<pre class=\"post-pre\"><code>print(\"Hello, R\")\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d62f137434c4406d010b8\/21-0.png\" alt=\"image.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d62f137434c4406d010b8\/22-0.png\" alt=\"image.png\" \/><\/div>\n<h4>\u3069\u3046\u3067\u3082\u3044\u3044\u8a71<\/h4>\n<p>\u30b3\u30ec\u3063\u3066\u7d50\u5c40\u4f55\uff1f\u3068\u3044\u3046\u304a\u8a71\u3067\u3059\u3002<br \/>\n1. docker<br \/>\n\u4eee\u60f3\u5316\u74b0\u5883\u3067\u3059\u3002\u7c21\u5358\u306b\u8aac\u660e\u3059\u308b\u3068\u3001\u30b3\u30f3\u30c6\u30ca\u3068\u3044\u3046\u5358\u4f4d\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u884c\u74b0\u5883\u3092\u5206\u96e2\u3059\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3053\u308c\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u3001<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">OS\u7b49\u306b\u4f9d\u5b58\u305b\u305a\u306b\uff08\u3069\u3053\u3067\u3082\u8ab0\u3067\u3082\uff09\u540c\u3058\u3088\u3046\u306b\u52d5\u304b\u305b\u308b\u74b0\u5883\u304c\u4f5c\u308c\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u74b0\u5883\u304c\u58ca\u308c\u305f\u3089\u305d\u306e\u4eee\u60f3\u5316\u74b0\u5883\u3092\u524a\u9664\u3059\u308c\u3070\u826f\u3044\u3060\u3051\uff08\u672c\u4f53\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3055\u306a\u3044\uff09<\/ul>\n<p>\u306a\u3069\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n2. anaconda (miniconda)<br \/>\n\u3082\u3068\u3082\u3068\u306f\u3001python\u306e\u79d1\u5b66\u8a08\u7b97\u306b\u7279\u5316\u3057\u305f\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u517c\u4eee\u60f3\u5316\u30c4\u30fc\u30eb\u3067\u3059\u3002<br \/>\n\u4eca\u56de\u306fjupyter\u3068R\u95a2\u4fc2\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7c21\u5358\u304b\u3064\u7d20\u65e9\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u76ee\u7684\u3067\u4f7f\u3044\u307e\u3057\u305f\u3002<br \/>\n3. jupyter<br \/>\n\u30d7\u30ed\u30b0\u30e9\u30e0\u3084\u8aac\u660e\u306e\u6587\u7ae0\u3001\u5b9f\u884c\u7d50\u679c\u306a\u3069\u3092\u307e\u3068\u3081\u3066\u7ba1\u7406\u3067\u304d\u308b\u3001\u30c7\u30fc\u30bf\u5206\u6790\u7528\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002<br \/>\n\u30d6\u30e9\u30a6\u30b6\u3067\u52d5\u4f5c\u3059\u308b\u305f\u3081\u3001\u3044\u308d\u3044\u308d\u306aOS\u304b\u3089\u5229\u7528\u3067\u304d\u308b\u3001\u89e3\u6790\u306e\u518d\u73fe\u6027\u304c\u9ad8\u3044\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u89e3\u6790\u304c\u53ef\u80fd\u7b49\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n4. R<br \/>\n\u8a00\u308f\u305a\u3082\u304c\u306a\u3002<br \/>\n\u7d71\u8a08\u89e3\u6790\u304c\u5f97\u610f\u306a\u8a00\u8a9e\u3067\u3059\u3002<\/p>\n<h3>\u307e\u3068\u3081<\/h3>\n<p>\u4eca\u56de\u306fJupyter\u3067R\u3092\u4f7f\u3046\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002<br \/>\n\u74b0\u5883\u306b\u3064\u3044\u3066\u7406\u89e3\u3092\u6df1\u3081\u308b\u306b\u306fDocker\u306e\u77e5\u8b58\u3082\u3042\u308b\u7a0b\u5ea6\u5fc5\u8981\u3060\u3068\u601d\u3046\u306e\u3067\u3001<br \/>\n\u6c17\u306b\u306a\u3063\u305f\u65b9\u306f\u5b66\u7fd2\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b Jupyter notebook\u306f\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u3059\u308b\u4e0a\u3067\u7d20\u6674\u3089\u3057\u3044\u74b0\u5883\u3060\u3068\u601d\u3044\u307e\u3059\u3002 \u305f\u3060\u3001R\u3092Jup [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46098","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\/46098-2\/\" \/>\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 notebook\u306f\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u3059\u308b\u4e0a\u3067\u7d20\u6674\u3089\u3057\u3044\u74b0\u5883\u3060\u3068\u601d\u3044\u307e\u3059\u3002 \u305f\u3060\u3001R\u3092Jup [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46098-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-22T05:19:37+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T18:07:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d62f137434c4406d010b8\/18-0.png\" \/>\n<meta name=\"author\" content=\"\u9038, \u79d1\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u9038, \u79d1\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \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\/46098-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/46098-2\/\",\"name\":\"- Blog - 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Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"- Blog - Silicon 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\/46098-2\/","og_locale":"zh_CN","og_type":"article","og_description":"\u306f\u3058\u3081\u306b Jupyter notebook\u306f\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u3059\u308b\u4e0a\u3067\u7d20\u6674\u3089\u3057\u3044\u74b0\u5883\u3060\u3068\u601d\u3044\u307e\u3059\u3002 \u305f\u3060\u3001R\u3092Jup [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/46098-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2024-01-22T05:19:37+00:00","article_modified_time":"2024-04-29T18:07:15+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d62f137434c4406d010b8\/18-0.png"}],"author":"\u9038, \u79d1","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u9038, \u79d1","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/46098-2\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/46098-2\/","name":"- Blog - 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