{"id":476269,"date":"2023-08-09T07:28:31","date_gmt":"2023-08-09T07:28:31","guid":{"rendered":""},"modified":"2023-09-05T11:12:24","modified_gmt":"2023-09-05T11:12:24","slug":"cloud-jupyter","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/cloud-jupyter\/","title":{"rendered":"\u30af\u30e9\u30a6\u30c9 Jupyter"},"content":{"rendered":"<p>Cloud Jupyter \u306f\u3001\u30e9\u30a4\u30d6 \u30b3\u30fc\u30c9\u3001\u65b9\u7a0b\u5f0f\u3001\u8996\u899a\u5316\u3001\u8aac\u660e\u6587\u3092\u542b\u3080\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u4f5c\u6210\u3001\u5b9f\u884c\u3001\u5171\u6709\u3067\u304d\u308b Web \u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u7814\u7a76\u8005\u3001\u6559\u80b2\u8005\u304c\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u79d1\u5b66\u8a08\u7b97\u306e\u30bf\u30b9\u30af\u3092\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u4f7f\u7528\u3057\u3066\u3044\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc \u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3068\u591a\u6a5f\u80fd\u306a\u6a5f\u80fd\u3092\u5099\u3048\u305f Cloud Jupyter \u306f\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b9f\u884c\u65b9\u6cd5\u3092\u5927\u304d\u304f\u5909\u9769\u3057\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u5185\u3067\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u3092\u4fc3\u9032\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>Cloud Jupyter\u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2<\/h2>\n<p>Cloud Jupyter \u306f\u3001Fernando P\u00e9rez \u3068 Brian Granger \u304c\u7387\u3044\u308b\u7814\u7a76\u8005\u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066 2014 \u5e74\u306b\u958b\u59cb\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308b Project Jupyter \u306b\u7531\u6765\u3057\u3066\u3044\u307e\u3059\u3002\u300cJupyter\u300d\u3068\u3044\u3046\u540d\u524d\u306f\u3001\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b 3 \u3064\u306e\u30b3\u30a2 \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308b Julia\u3001Python\u3001R \u306b\u7531\u6765\u3057\u3066\u3044\u307e\u3059\u3002\u5f53\u521d\u3001Project Jupyter \u306f\u3001\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u3059\u3050\u306b\u3055\u3089\u306b\u91cd\u8981\u306a\u3082\u306e\u3078\u3068\u9032\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Cloud Jupyter \u304c\u521d\u3081\u3066\u516c\u5f0f\u306b\u8a00\u53ca\u3055\u308c\u305f\u306e\u306f\u30012015 \u5e74\u306b Cloud Jupyter \u306e\u524d\u8eab\u3067\u3042\u308b Jupyter Notebook \u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u3068\u304d\u3067\u3057\u305f\u3002\u3053\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a Web \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30e9\u30a4\u30d6 \u30b3\u30fc\u30c9\u3001\u8996\u899a\u5316\u3001\u8aac\u660e\u30c6\u30ad\u30b9\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u5171\u6709\u3067\u304d\u307e\u3057\u305f\u3002\u6642\u9593\u304c\u7d4c\u3064\u306b\u3064\u308c\u3066\u3001Jupyter \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u62e1\u5927\u3057\u3001Cloud Jupyter \u304c\u767b\u5834\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3067 Jupyter Notebook \u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u304c\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2>Cloud Jupyter\u306e\u8a73\u7d30\u60c5\u5831<\/h2>\n<p>Cloud Jupyter \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u518d\u73fe\u53ef\u80fd\u304b\u3064\u5171\u540c\u4f5c\u696d\u7684\u306a\u65b9\u6cd5\u3067\u30b3\u30fc\u30c9\u3092\u7c21\u5358\u306b\u958b\u767a\u304a\u3088\u3073\u5171\u6709\u3067\u304d\u308b\u74b0\u5883\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d0\u30fc\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u3042\u308c\u3070\u3069\u3053\u304b\u3089\u3067\u3082 Jupyter Notebook \u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u3001\u30ed\u30fc\u30ab\u30eb \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3084\u4f9d\u5b58\u95a2\u4fc2\u304c\u4e0d\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u5730\u7406\u7684\u306a\u5834\u6240\u306b\u95a2\u4fc2\u306a\u304f\u3001\u30c1\u30fc\u30e0 \u30e1\u30f3\u30d0\u30fc\u9593\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30c7\u30fc\u30bf\u5171\u6709\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>Cloud Jupyter \u306e\u4e3b\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30ab\u30fc\u30cd\u30eb<\/strong>: \u30ab\u30fc\u30cd\u30eb\u306f\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u500b\u5225\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u5404\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306f\u7279\u5b9a\u306e\u30ab\u30fc\u30cd\u30eb\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u540c\u6642\u306b\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/strong>Cloud Jupyter \u306e\u4e2d\u6838\u3068\u306a\u308b\u306e\u306f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30b3\u30fc\u30c9\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u30e1\u30c7\u30a3\u30a2\u51fa\u529b\u3092\u542b\u3080\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a JSON \u30d9\u30fc\u30b9\u306e\u30d5\u30a1\u30a4\u30eb\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3001\u5909\u66f4\u3001\u4fdd\u5b58\u3067\u304d\u308b\u305f\u3081\u3001\u5206\u6790\u3092\u7c21\u5358\u306b\u5171\u6709\u3057\u305f\u308a\u518d\u73fe\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/strong>Cloud Jupyter \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c Web \u30d6\u30e9\u30a6\u30b6\u3092\u96e2\u308c\u308b\u3053\u3068\u306a\u304f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u64cd\u4f5c\u3057\u3001\u30b3\u30fc\u30c9 \u30bb\u30eb\u3092\u5b9f\u884c\u3057\u3001\u51fa\u529b\u3092\u8868\u793a\u3067\u304d\u308b\u76f4\u611f\u7684\u306a Web \u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>Cloud Jupyter \u306e\u5185\u90e8\u69cb\u9020\u3002Cloud Jupyter \u306e\u4ed5\u7d44\u307f<\/h2>\n<p>Cloud Jupyter \u306f\u3001\u672c\u8cea\u7684\u306b\u306f\u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30b5\u30fc\u30d0\u30fc \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c Web \u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089 Cloud Jupyter \u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3068\u30ab\u30fc\u30cd\u30eb\u304c\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u30ea\u30e2\u30fc\u30c8 \u30b5\u30fc\u30d0\u30fc\u3068\u901a\u4fe1\u3057\u307e\u3059\u3002\u30b5\u30fc\u30d0\u30fc\u306f\u30ab\u30fc\u30cd\u30eb\u5185\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092\u30e6\u30fc\u30b6\u30fc\u306e\u30d6\u30e9\u30a6\u30b6\u30fc\u306b\u9001\u308a\u8fd4\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u307e\u305f\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u8996\u899a\u5316\u3068\u3057\u3066\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306e\u624b\u9806\u306f\u3001Cloud Jupyter \u304c\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u304b\u306e\u6982\u8981\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306f Web \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4ecb\u3057\u3066 Cloud Jupyter \u3092\u64cd\u4f5c\u3057\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u307e\u305f\u306f\u958b\u3044\u305f\u308a\u3001\u30b3\u30fc\u30c9 \u30bb\u30eb\u3092\u5b9f\u884c\u3057\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b5\u30fc\u30d0\u30fc\u51e6\u7406<\/strong>: \u30e6\u30fc\u30b6\u30fc\u304c\u30b3\u30fc\u30c9 \u30bb\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001Web \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u30b3\u30fc\u30c9\u3092 Jupyter \u30b5\u30fc\u30d0\u30fc\u306b\u9001\u4fe1\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30ab\u30fc\u30cd\u30eb\u5b9f\u884c<\/strong>: Jupyter \u30b5\u30fc\u30d0\u30fc\u306f\u9069\u5207\u306a\u30ab\u30fc\u30cd\u30eb\u306b\u30b3\u30fc\u30c9\u3092\u9001\u4fe1\u3057\u3001\u30ab\u30fc\u30cd\u30eb\u306f\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u51fa\u529b\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\u51fa\u529b<\/strong>: \u30b5\u30fc\u30d0\u30fc\u306f\u51fa\u529b\u3092 Web \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9001\u308a\u8fd4\u3057\u3001\u305d\u306e\u7d50\u679c\u304c\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>Cloud Jupyter \u306e\u4e3b\u8981\u6a5f\u80fd\u306e\u5206\u6790<\/h2>\n<p>Cloud Jupyter \u306b\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u7814\u7a76\u8005\u306e\u9593\u3067\u7d76\u5927\u306a\u4eba\u6c17\u3092\u535a\u3057\u3066\u3044\u308b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u6027<\/strong>Cloud Jupyter \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30b3\u30fc\u30c9 \u30bb\u30eb\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u5b9f\u884c\u3067\u304d\u308b\u305f\u3081\u3001\u30b3\u30fc\u30c9 \u30b9\u30cb\u30da\u30c3\u30c8\u306e\u30c6\u30b9\u30c8\u3068\u53cd\u5fa9\u51e6\u7406\u304c\u5bb9\u6613\u306b\u306a\u308a\u3001\u3059\u3050\u306b\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8996\u899a\u5316<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u5185\u3067\u76f4\u63a5\u8996\u899a\u5316\u3092\u751f\u6210\u3057\u3066\u8868\u793a\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3068\u5206\u6790\u304c\u5f37\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>Cloud Jupyter \u306f\u3001\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u6642\u306b\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u7de8\u96c6\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u5171\u540c\u4f5c\u696d\u3092\u4fc3\u9032\u3057\u3001\u30c1\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u77e5\u8b58\u306e\u5171\u6709\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u518d\u73fe\u6027<\/strong>: \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4fdd\u5b58\u3057\u3066\u5171\u6709\u3067\u304d\u308b\u305f\u3081\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u5206\u6790\u3092\u7c21\u5358\u306b\u518d\u73fe\u3067\u304d\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u7d50\u679c\u306e\u900f\u660e\u6027\u3068\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u7528\u9014\u6027<\/strong>Cloud Jupyter \u306f\u30ab\u30fc\u30cd\u30eb \u30b7\u30b9\u30c6\u30e0\u3092\u901a\u3058\u3066\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u5e45\u5e83\u3044\u30c7\u30fc\u30bf\u5206\u6790\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3059\u308b\u67d4\u8edf\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u30af\u30e9\u30a6\u30c9\u306e\u7a2e\u985e Jupyter<\/h2>\n<p>Cloud Jupyter \u306b\u306f\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u306b\u72ec\u81ea\u306e\u5229\u70b9\u3068\u4f7f\u7528\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002Cloud Jupyter \u306b\u306f\u4e3b\u306b\u6b21\u306e 2 \u3064\u306e\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30bf\u30a4\u30d7<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9<\/td>\n<td>\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d3\u30b9 \u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304c\u63d0\u4f9b\u3059\u308b\u30db\u30b9\u30c8\u578b Jupyter Notebook\u3002\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u7121\u6599\u307e\u305f\u306f\u6709\u6599\u306e\u30d7\u30e9\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30b5\u30fc\u30d0\u30fc\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u822c\u7684\u306a\u4f8b\u3068\u3057\u3066\u306f\u3001Google Colab\u3001Microsoft Azure Notebooks\u3001IBM Watson Studio \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30af\u30e9\u30a6\u30c9<\/td>\n<td>\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30b5\u30fc\u30d0\u30fc\u307e\u305f\u306f\u7d44\u7e54\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5185\u306b\u5c55\u958b\u3055\u308c\u308b\u30bb\u30eb\u30d5\u30db\u30b9\u30c8\u578b Jupyter \u74b0\u5883\u3002\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30af\u30e9\u30a6\u30c9 Jupyter \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u3088\u308a\u7d30\u304b\u304f\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002\u7279\u5b9a\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6\u3068\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30cb\u30fc\u30ba\u3092\u6301\u3064\u7d44\u7e54\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Cloud Jupyter\u306e\u4f7f\u3044\u65b9\u3001\u4f7f\u7528\u4e0a\u306e\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56<\/h2>\n<p>Cloud Jupyter \u306f\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4e00\u90e8\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3068\u5206\u6790<\/strong>\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001Cloud Jupyter \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u63a2\u7d22\u3057\u3001\u7d71\u8a08\u5206\u6790\u3092\u5b9f\u884c\u3057\u3001\u8996\u899a\u5316\u3092\u4f5c\u6210\u3057\u3066\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3092\u5f97\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong>\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u8005\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a66\u3057\u306a\u304c\u3089\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b Cloud Jupyter \u3092\u9069\u7528\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6559\u80b2<\/strong>Cloud Jupyter \u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u305d\u306e\u4ed6\u306e\u6280\u8853\u7684\u306a\u79d1\u76ee\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u6559\u3048\u308b\u305f\u3081\u306b\u6559\u80b2\u73fe\u5834\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u6570\u591a\u304f\u306e\u5229\u70b9\u304c\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001Cloud Jupyter \u30e6\u30fc\u30b6\u30fc\u306f\u6b21\u306e\u3088\u3046\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u30ea\u30bd\u30fc\u30b9\u306e\u5236\u7d04<\/strong>: \u30d1\u30d6\u30ea\u30c3\u30af \u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3059\u308b\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u7d04\u306b\u3088\u308a\u5236\u9650\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0a\u306e\u61f8\u5ff5<\/strong>: \u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u30d1\u30d6\u30ea\u30c3\u30af \u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d3\u30b9\u306b\u4fdd\u5b58\u3059\u308b\u3068\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30aa\u30d5\u30e9\u30a4\u30f3\u30a2\u30af\u30bb\u30b9<\/strong>: \u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u306a\u3057\u3067 Cloud Jupyter \u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u6b21\u306e\u89e3\u6c7a\u7b56\u3092\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30af\u30e9\u30a6\u30c9\u306e\u5c55\u958b<\/strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u8981\u4ef6\u304c\u3042\u308b\u7d44\u7e54\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u30c7\u30fc\u30bf\u3092\u3088\u308a\u9069\u5207\u306b\u5236\u5fa1\u3059\u308b\u305f\u3081\u306b\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30af\u30e9\u30a6\u30c9\u306e\u5c55\u958b\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>\u30d1\u30d6\u30ea\u30c3\u30af \u30af\u30e9\u30a6\u30c9\u3068\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc<\/strong>: OneProxy (oneproxy.pro) \u304c\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306a\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u63a1\u7528\u3059\u308b\u3068\u3001\u533f\u540d\u6027\u3092\u3055\u3089\u306b\u9ad8\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u3068 Cloud Jupyter 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It is widely used by data scientists, researchers, and educators for data analysis, machine learning, and scientific computing tasks.<\/p>"},{"question":"How did Cloud Jupyter originate?","answer":"<p>Cloud Jupyter has its roots in Project Jupyter, an open-source project initiated in 2014. The first mention of Cloud Jupyter came with the release of the Jupyter Notebook in 2015, which allowed users to create and share interactive documents.<\/p>"},{"question":"How does Cloud Jupyter work?","answer":"<p>Cloud Jupyter operates as a client-server application. Users access Cloud Jupyter through their web browsers, and the application communicates with a remote server where notebooks and kernels run. The server executes the code and sends the results back to the user's browser.<\/p>"},{"question":"What are the key features of Cloud Jupyter?","answer":"<p>Cloud Jupyter is known for its interactivity, visualization capabilities, collaboration support, reproducibility, and versatility in supporting multiple programming languages.<\/p>"},{"question":"What types of Cloud Jupyter exist?","answer":"<p>There are two main types of Cloud Jupyter:<\/p><ol><li>Public Cloud: Hosted by cloud service providers with free or paid plans, like Google Colab and Microsoft Azure Notebooks.<\/li><li>Private Cloud: Self-hosted on private servers or within organizations, offering more control over security and resources.<\/li><\/ol>"},{"question":"How can Cloud Jupyter be used, and what problems might arise?","answer":"<p>Cloud Jupyter is used for data exploration, machine learning, and education. Users may encounter resource constraints, security concerns, or difficulties with offline access. Solutions include private cloud deployment, hybrid solutions, and using proxy servers for added security.<\/p>"},{"question":"How does Cloud Jupyter compare to traditional IDEs and Google Colab?","answer":"<p>Cloud Jupyter offers web-based access, real-time collaboration, and cloud-based infrastructure, making it stand out compared to traditional IDEs and Google Colab.<\/p>"},{"question":"What are the perspectives and future technologies related to Cloud Jupyter?","answer":"<p>The future of Cloud Jupyter looks promising, with improved scalability, performance, data privacy, AI integration, and potential edge computing.<\/p>"},{"question":"How can proxy servers be associated with Cloud Jupyter?","answer":"<p>Proxy servers, like OneProxy, can enhance security and privacy by masking users' IP addresses and encrypting communication. 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