{"id":5711,"date":"2020-07-04T10:49:00","date_gmt":"2020-07-04T01:49:00","guid":{"rendered":"https:\/\/bigriver.jp\/?p=5711"},"modified":"2021-04-25T21:41:52","modified_gmt":"2021-04-25T12:41:52","slug":"azure-%e3%81%ae%e8%b3%87%e6%a0%bc%e3%82%92%e5%85%a8%e9%83%a8%e3%81%a8%e3%81%a3%e3%81%9f%e8%a9%b1-dp-100%e7%b7%a8","status":"publish","type":"post","link":"https:\/\/www.bigriver.jp\/?p=5711","title":{"rendered":"Azure \u306e\u8cc7\u683c\u3092\u5168\u90e8\u3068\u3063\u305f\u8a71 #DP-100\u306b\u5408\u683c\u7de8"},"content":{"rendered":"\n<p><span class=\"sgb-label-main-c\">Azure \u306e\u8cc7\u683c\u3092\u5168\u90e8\u53d6\u5f97\u3057\u305f\u8a71\u306f<a href=\"https:\/\/bigriver.jp\/?p=5646\" target=\"_blank\" rel=\"noreferrer noopener\">\u3053\u3061\u3089<\/a><\/span><\/p>\n\n\n\n<p>Microsoft Azure \u306b\u3064\u3044\u3066\u73fe\u5728\u4ee5\u4e0b\u306e\u8a8d\u5b9a\u3092\u53d6\u5f97\u3057\u3066\u3044\u307e\u3059\u3002\u3000\u4eca\u56de\u306f\u500b\u5225\u306e\u8a8d\u5b9a\uff08DP-100 \/ Azure Data Scientist Associate\uff09\u306b\u3064\u3044\u3066\u8a8d\u5b9a\u306b\u5fc5\u8981\u306a\u8a66\u9a13 <strong>\u201cDP-100\u201d<\/strong> \u306e\u8a71\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/09\/image-70-1024x370.png\" alt=\"\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u79c1\u304c\u53d7\u9a13\u3057\u305f\u306e\u306f2020\/1\/5 \u3001\u305d\u308c\u304b\u3089\uff12\u5ea6\u306e\u8a66\u9a13\u306e\u6539\u8a02(2020\/3\/22,2020\/5\/22\uff09\u3082\u3042\u308a\u307e\u3059\u304c\u8a66\u9a13\u30b9\u30ad\u30eb\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u3092\u898b\u308b\u9650\u308a\u5927\u304d\u306a\u5909\u66f4\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u3053\u308c\u304b\u3089\u53d7\u9a13\u3092\u4e88\u5b9a\u3059\u308b\u65b9\u306b\u5c11\u3057\u3067\u3082\u53c2\u8003\u306b\u306a\u308c\u3070\u3068\u601d\u3044\u8a66\u9a13\u306e\u60c5\u5831\u3084\u79c1\u81ea\u8eab\u304c\u5b9f\u65bd\u3057\u305f\u6e96\u5099\u5185\u5bb9\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69fed6a147acd\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\" style='display:none' id=\"ez-toc-cssicon-toggle-item-69fed6a147acd\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#1_DP-100_%E8%A9%A6%E9%A8%93%E3%81%AE%E6%A6%82%E8%A6%81\" >1. DP-100 \u8a66\u9a13\u306e\u6982\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#2_%E8%A9%A6%E9%A8%93%E3%81%AE%E3%82%A2%E3%82%A6%E3%83%88%E3%83%A9%E3%82%A4%E3%83%B3\" >2. \u8a66\u9a13\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#21_Audience_Profile_%E5%8F%97%E9%A8%93%E8%80%85%E3%81%AE%E3%83%97%E3%83%AD%E3%83%95%E3%82%A3%E3%83%BC%E3%83%AB%EF%BC%89\" >2.1.  Audience Profile  (\u53d7\u9a13\u8005\u306e\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#22_Skills_Measured_%EF%BC%88%E3%82%B9%E3%82%AD%E3%83%AB%E3%81%AE%E6%B8%AC%E5%AE%9A%EF%BC%89\" >2.2. Skills Measured \uff08\u30b9\u30ad\u30eb\u306e\u6e2c\u5b9a\uff09<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#Set_up_an_Azure_Machine_Learning_workspace_30-35\" >Set up an Azure Machine Learning workspace (30-35%)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#Run_experiments_and_train_models_25-30\" >Run experiments and train models (25-30%)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#Optimize_and_Manage_Models_20-25\" >Optimize and Manage Models (20-25%)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#Deploy_and_Consume_Models_20-25\" >Deploy and Consume Models (20-25%)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#23_%E8%A9%A6%E9%A8%93%E3%81%AE%E6%94%B9%E8%A8%82%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\" >2.3. \u8a66\u9a13\u306e\u6539\u8a02\u306b\u3064\u3044\u3066<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#3_%E8%A9%A6%E9%A8%93%E3%81%AE%E5%AF%BE%E7%AD%96\" >3.  \u8a66\u9a13\u306e\u5bfe\u7b56<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#31_%E5%BD%93%E6%96%B9%E3%81%AE%E3%82%B9%E3%82%AD%E3%83%AB%E3%80%81%E7%B5%8C%E9%A8%93\" >3.1. \u5f53\u65b9\u306e\u30b9\u30ad\u30eb\u3001\u7d4c\u9a13<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#Data_Science_%E3%81%AB%E9%96%A2%E3%81%99%E3%82%8B%E6%A5%AD%E5%8B%99%E7%B5%8C%E9%A8%93%E3%80%81%E3%82%B9%E3%82%AD%E3%83%AB\" >Data Science \u306b\u95a2\u3059\u308b\u696d\u52d9\u7d4c\u9a13\u3001\u30b9\u30ad\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#Microsoft_Azure_%E3%81%AB%E9%96%A2%E3%81%99%E3%82%8B%E7%9F%A5%E8%AD%98\" >Microsoft Azure \u306b\u95a2\u3059\u308b\u77e5\u8b58<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#%E3%81%9D%E3%81%AE%E4%BB%96%E6%A5%AD%E5%8B%99%E7%B5%8C%E9%A8%93%E3%80%81%E3%82%B9%E3%82%AD%E3%83%AB\" >\u305d\u306e\u4ed6\u696d\u52d9\u7d4c\u9a13\u3001\u30b9\u30ad\u30eb<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#32_%E8%A9%A6%E9%A8%93%E3%81%AE%E5%AF%BE%E7%AD%96\" >3.2. \u8a66\u9a13\u306e\u5bfe\u7b56<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#%E8%A9%A6%E9%A8%93%E3%81%AE%E7%AF%84%E5%9B%B2%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\" >\u8a66\u9a13\u306e\u7bc4\u56f2\u3092\u78ba\u8a8d\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#Microsoft_Docs_%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\" >Microsoft Docs \u3092\u78ba\u8a8d\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\" >\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u5b9f\u884c\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#%E6%9C%AC%E3%82%92%E8%AA%AD%E3%82%80\" >\u672c\u3092\u8aad\u3080<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.bigriver.jp\/?p=5711\/#4_%E3%81%BE%E3%81%A8%E3%82%81\" >4. \u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-0\"><span class=\"ez-toc-section\" id=\"1_DP-100_%E8%A9%A6%E9%A8%93%E3%81%AE%E6%A6%82%E8%A6%81\"><\/span><div class=\"sgb-heading__inner sgb-heading--type2\" style=\"background-color:#ffb36b;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\"><strong>1. DP-100 \u8a66\u9a13\u306e\u6982\u8981<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8a66\u9a13\u306e\u6982\u8981\u306f<a href=\"https:\/\/docs.microsoft.com\/ja-jp\/learn\/certifications\/exams\/dp-100\">\u516c\u5f0f\u30db\u30fc\u30e0\u30da\u30fc\u30b8<\/a>\u3092\u898b\u308b\u306e\u304c\u9593\u9055\u3044\u306a\u3044\u3067\u3059\u3002\u3000<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1150\" height=\"559\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image.png\" alt=\"\" class=\"wp-image-7706\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u201cParts of this topic may be\u202fmachine\u202ftranslated.\u201d\u3068\u3042\u308b\u3068\u304a\u308a\u6a5f\u68b0\u7ffb\u8a33\u3067\u82f1\u8a9e\u304b\u3089\u65e5\u672c\u8a9e\u306b\u5909\u63db\u3057\u3066\u3044\u308b\u306e\u3067\u65e5\u672c\u8a9e\u304c\u304a\u304b\u3057\u3044\u306a\u3068\u601d\u3063\u305f\u3089\u539f\u6587\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002\u3000\u79c1\u306f\u3044\u3064\u3082URL\u306e\u201dja-jp\u201d \u3092 \u201cen-us\u201d \u306b\u624b\u3067\u4fee\u6b63\u3057\u3066\u3044\u307e\u3059\u3002\u3000Docs\u3084\u305d\u306e\u4ed6\u30da\u30fc\u30b8\u3067\u753b\u9762\u4e0a\u306b\u6a5f\u68b0\u7ffb\u8a33\u306eON\/OFF \u306e\u30b9\u30e9\u30a4\u30c9\u30dc\u30bf\u30f3\u3092\u8a2d\u3051\u3066\u3044\u308b\u30da\u30fc\u30b8\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u306e\u65b9\u6cd5\u304c\u5171\u901a\u3067\u4f7f\u3048\u308b\u624b\u9806\u3067\u78ba\u5b9f\u304b\u306a\u3068\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"894\" height=\"419\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-2.png\" alt=\"\" class=\"wp-image-7708\"><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u201cen-us\u201d \u306b\u5909\u66f4\u5f8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1071\" height=\"378\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-4.png\" alt=\"\" class=\"wp-image-7710\"><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u8a66\u9a13 \u201cDP-100: Designing and Implementing a Data Science Solution on Azure\u201d \u306e\u6982\u8981\u306b\u3064\u3044\u3066\u4ee5\u4e0b\u306e\u8a18\u8f09\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Azure \u30c7\u30fc\u30bf\u79d1\u5b66\u8005\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3092\u6d3b\u7528\u3057\u3066\u3001 Azure \u306b\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u5b9f\u88c5\u3057\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002\u7279\u306b\u3001 Azure Machine Learning Service \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001 Azure \u4e0a\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u9069\u3057\u305f\u4f5c\u696d\u74b0\u5883\u306e\u8a08\u753b\u3068\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u5b9f\u9a13\u306e\u5b9f\u884c\u3068\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30e2\u30c7\u30eb\u306e\u7ba1\u7406\u3068\u6700\u9069\u5316\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u751f\u7523\u3078\u306e\u5c55\u958b\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u4e0a\u8a18\u306e\u6587\u7ae0\u3092\u521d\u3081\u3066\u8aad\u3093\u3060\u3068\u304d\u306f\u6b63\u76f4\u30d4\u30f3\u3068\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u8a66\u9a13\u306e\u6982\u8981\u3068\u3044\u3046\u3088\u308a\u306f Azure \u4e0a\u3067Machine Learning Service \u306e\u5229\u7528\u306e\u6982\u8981\u3067\u3059\u3002\u3000\u3000<\/p>\n\n\n\n<p>\u540c\u3058\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u5185\u306e\u201d\u8a55\u4fa1\u3055\u308c\u308b\u30b9\u30ad\u30eb\u201d\u306b\u5217\u6319\u3055\u308c\u3066\u3044\u308b\u9805\u76ee\u3068\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u8cc7\u6599\u306e\u307b\u3046\u304c\u53d7\u9a13\u8005\u3078\u306e\u8981\u6c42\u304c\u5177\u4f53\u7684\u3067\u3059\u3002\u3000PDF\u8cc7\u6599\u306f\u4e0a\u8a18\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30ea\u30f3\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u3000\u3053\u3061\u3089\u306f\u5fc5\u8aad\u306a\u5185\u5bb9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/query.prod.cms.rt.microsoft.com\/cms\/api\/am\/binary\/RE3VUjA\" target=\"_blank\" rel=\"noreferrer noopener\">\u8a66\u9a13\u30b9\u30ad\u30eb\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"945\" height=\"283\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-1.png\" alt=\"\" class=\"wp-image-7707\"><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-1\"><span class=\"ez-toc-section\" id=\"2_%E8%A9%A6%E9%A8%93%E3%81%AE%E3%82%A2%E3%82%A6%E3%83%88%E3%83%A9%E3%82%A4%E3%83%B3\"><\/span><div class=\"sgb-heading__inner sgb-heading--type2\" style=\"background-color:#ffb36b;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\"><strong>2. \u8a66\u9a13\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u305f\u3060<a rel=\"noreferrer noopener\" href=\"https:\/\/query.prod.cms.rt.microsoft.com\/cms\/api\/am\/binary\/RE3VUjA\" target=\"_blank\"><strong>\u201dExam DP-100: Designing and Implementing a Data Science Solution on Azure \u2013 Skills Measured\u201d<\/strong><\/a>\u3092\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3060\u3068\u4e0d\u89aa\u5207\u3067\u3059\u306e\u3067\u30ac\u30a4\u30c9\u306ePDF\u8cc7\u6599\u306e\u5185\u5bb9\u3092\u7c21\u5358\u306b\u307e\u3068\u3081\u307e\u3059\u3002\u3000\u3082\u3068\u306e\u30ac\u30a4\u30c9\u306f\u82f1\u8a9e\u306a\u306e\u3067\u65e5\u672c\u8a9e\u3067\u307e\u3068\u3081\u3066\u307f\u307e\u3057\u305f\u3002\u3000\u8a33\u3055\u306a\u3044\u65b9\u304c\u3088\u3044\u90e8\u5206\u306f\u610f\u56f3\u7684\u306b\u82f1\u8a9e\u306e\u307e\u307e\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-2\"><span class=\"ez-toc-section\" id=\"21_Audience_Profile_%E5%8F%97%E9%A8%93%E8%80%85%E3%81%AE%E3%83%97%E3%83%AD%E3%83%95%E3%82%A3%E3%83%BC%E3%83%AB%EF%BC%89\"><\/span><div class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#fff9e5;border-color:#ffb36b;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>2.1.  Audience Profile  (\u53d7\u9a13\u8005\u306e\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\uff09<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u307e\u305a\u4ee5\u4e0b\u306e\u77e5\u8b58\u3092\u524d\u63d0\u3068\u3057\u3066\u3082\u3063\u3066\u3044\u308b\u3053\u3068\u3002<\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>Data science \u3068 Machine Learning \u306e\u5b9f\u88c5\u306b\u95a2\u3059\u308b\u77e5\u8b58<\/li><li>Azure Machine Learning Service \u4e0a\u3067\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u5b9f\u884c\u51fa\u6765\u308b\u77e5\u8b58<\/li><li>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u5b9f\u884c\u74b0\u5883\u306e\u4f5c\u6210\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-3\"><span class=\"ez-toc-section\" id=\"22_Skills_Measured_%EF%BC%88%E3%82%B9%E3%82%AD%E3%83%AB%E3%81%AE%E6%B8%AC%E5%AE%9A%EF%BC%89\"><\/span><div class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#fff9e5;border-color:#ffb36b;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>2.2. Skills Measured \uff08\u30b9\u30ad\u30eb\u306e\u6e2c\u5b9a\uff09<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8a66\u9a13\u3067\u6e2c\u5b9a\u3055\u308c\u308b\u30b9\u30ad\u30eb\uff08\u8a66\u9a13\u306e\u7bc4\u56f2\uff09\u306b\u3064\u3044\u30662\u70b9\u307b\u3069\u6ce8\u610f\u66f8\u304d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"is-style-sango-list-main-color wp-block-list\"><li>\u7b87\u6761\u66f8\u304d\u306f\u8a66\u9a13\u306e\u5bfe\u8c61\u30b9\u30ad\u30eb\u3068\u306a\u308b\u304c\u5b8c\u5168\u306a\u3082\u306e\u3067\u306f\u306a\u3044\u3088<\/li><li>\u30d7\u30ec\u30d3\u30e5\u30fc\u6a5f\u80fd\u306a\u3069\u8a66\u9a13\u306e\u5bfe\u8c61\u5916\u3060\u3088<\/li><\/ol>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\uff11\u3064\u76ee\u306e\u201d\u7b87\u6761\u66f8\u304d\u201d\u306f\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u8cc7\u6599\u306e\u4ee5\u4e0b\u306e\u8d64\u67a0\u306e\u3053\u3068\u3068\u8003\u3048\u307e\u3059\u3002\u3000\u8a66\u9a13\u7bc4\u56f2\u3068\u3057\u3066\u5177\u4f53\u4f8b\u3092\u30ea\u30b9\u30c8\u3057\u3066\u3044\u308b\u3001\u305f\u3060\u3057\u3001\u3053\u308c\u304c\u5168\u3066\u3067\u306f\u306a\u3044\u3088\u3001\u3053\u308c\u4ee5\u5916\u306e\u3053\u3068\u3082\u8a66\u9a13\u306b\u306f\u51fa\u308b\u3088\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u3000\u3000\u307e\u3042\u3001\u3053\u308c\u306fMCP\u3067\u3082\u4ed6\u306e\u3069\u3093\u306a\u8a66\u9a13\u3067\u3082\u8a66\u9a13\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u306f\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u3067\u3057\u304b\u306a\u3044\u306e\u3067\u3042\u307e\u308a\u6c17\u306b\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"699\" height=\"592\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-6.png\" alt=\"\" class=\"wp-image-7714\"><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u5177\u4f53\u7684\u306aSkill Measured \u306b\u3064\u3044\u3066\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-4\"><span class=\"ez-toc-section\" id=\"Set_up_an_Azure_Machine_Learning_workspace_30-35\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>Set up an Azure Machine Learning workspace (30-35%)<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>Create an Azure Machine Learning workspace<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>Azure Machine Learning workspace \u306e\u4f5c\u6210<\/li><li>workspace \u306e\u8a2d\u5b9a<\/li><li>Azure Machine Learning Studio \u306b\u3088\u308bworkspace \u306e\u7ba1\u7406<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Manage data objects in an Azure Machine Learning workspace<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>data stores \u306e\u767b\u9332\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9<\/li><li>datasets \u306e\u4f5c\u6210\u3068\u7ba1\u7406<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Manage experiment compute contexts<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>\u4eee\u60f3\u30de\u30b7\u30f3\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u4f5c\u6210<\/li><li>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u9069\u3057\u305f\u4eee\u60f3\u30de\u30b7\u30f3\u4ed5\u69d8\u306e\u9078\u5b9a<\/li><li>compute targets \u306e\u4f5c\u6210<\/li><\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-5\"><span class=\"ez-toc-section\" id=\"Run_experiments_and_train_models_25-30\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>Run experiments and train models (25-30%)<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>Create models by using Azure Machine Learning Designer<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>training pipeline \u306e\u4f5c\u6210<\/li><li>Designer pipeline \u3078\u306e\u30c7\u30fc\u30bf\u633f\u5165<\/li><li>pipeline \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306eDesigner modules \u306e\u4f7f\u7528<\/li><li>\u30ab\u30b9\u30bf\u30e0\u30b3\u30fc\u30c9\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u4f7f\u7528<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Run training scripts in an Azure Machine Learning workspace<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>Azure Machine Learning SDK \u306b\u3088\u308bexperiment \u306e\u4f5c\u6210\u3068\u5b9f\u884c<\/li><li>SDK \u306b\u3088\u308bdata store \u304b\u3089\u306e\u30c7\u30fc\u30bf\u5229\u7528<\/li><li>SDK \u306b\u3088\u308bdataset \u304b\u3089\u306e\u30c7\u30fc\u30bf\u5229\u7528<\/li><li>estimator \u306e\u9078\u629e<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Generate metrics from an experiment run<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>experiment \u306e\u5b9f\u884c\u304b\u3089\u306elog metrics<\/li><li>experiment \u306e\u7d50\u679c\u306e\u53d6\u5f97\u3068\u8868\u793a<\/li><li>\u30ed\u30b0\u3092\u4f7f\u7528\u3057\u305f\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Automate the model training process<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>SDK \u306b\u3088\u308bpipeline \u306e\u4f5c\u6210<\/li><li>pipeline \u306e step \u9593\u3067\u306e\u30c7\u30fc\u30bf\u306e\u53d7\u3051\u6e21\u3057<\/li><li>pipeline \u306e\u5b9f\u884c<\/li><li>pipeline \u306e\u5b9f\u884c\u306e\u76e3\u8996<\/li><\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-6\"><span class=\"ez-toc-section\" id=\"Optimize_and_Manage_Models_20-25\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>Optimize and Manage Models (20-25%)<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>Use Automated ML to create optimal models<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>Azure Machine Learning studio \u306e Automated ML interface \u306e\u4f7f\u7528<\/li><li>SDK\u304b\u3089\u306eAutomated ML interface \u306e\u4f7f\u7528<\/li><li>scaling functions \u3068pre-processing options \u306e\u9078\u5b9a<\/li><li>\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6c7a\u5b9a<\/li><li>\u4e3b\u8981\u306ametric \u306e\u5b9a\u7fa9<\/li><li>\u5b9f\u884c\u3057\u305fAutomated ML \u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/li><li>\u6700\u9069\u306amode \u3092\u53d6\u5f97\u3059\u308b<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Use Hyperdrive to tune hyperparameters<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>sampling method \u306e\u9078\u5b9a<\/li><li>search space \u306e\u5b9a\u7fa9<\/li><li>\u4e3b\u8981\u306ametric \u306e\u5b9a\u7fa9<\/li><li>early termination options \u306e\u5b9a\u7fa9<\/li><li>\u6700\u9069\u306a hyperparameter values \u3092\u6301\u3064\u30e2\u30c7\u30eb\u3092\u898b\u3064\u3051\u308b<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Use model explainers to interpret models<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>model interpreter \u306e\u9078\u629e<\/li><li>\u91cd\u8981\u306a\u7279\u5fb4\u91cf\u30c7\u30fc\u30bf\u306e\u751f\u6210<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Manage models<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u30e2\u30c7\u30eb\u306e\u767b\u9332<\/li><li>model history \u306e\u76e3\u8996<\/li><li>data drift \u306e\u76e3\u8996<\/li><\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-7\"><span class=\"ez-toc-section\" id=\"Deploy_and_Consume_Models_20-25\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>Deploy and Consume Models (20-25%)<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>Create production compute targets<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>\u5c55\u958b\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8003\u616e<\/li><li>\u5c55\u958b\u306e\u305f\u3081\u306eCompute options \u306e\u8a55\u4fa1<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Deploy a model as a service<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>deployment settings \u306e\u69cb\u6210<\/li><li>\u5c55\u958b\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u306e\u6d88\u8cbb<\/li><li>doployment container \u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Create a pipeline for batch inferencing<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>batch inferencing pipeline \u306e\u516c\u958b<\/li><li>batch inferencing pipeline \u306e\u5b9f\u884c\u3068\u7d50\u679c\u306e\u53d6\u5f97<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Publish a designer pipeline as a web service<\/strong><\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u306a\u308bcompute resource \u306e\u4f5c\u6210<\/li><li>inference pipeline \u306e\u69cb\u6210<\/li><li>\u5c55\u958b\u3055\u308c\u305f\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u6d88\u8cbb<\/li><\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-8\"><span class=\"ez-toc-section\" id=\"23_%E8%A9%A6%E9%A8%93%E3%81%AE%E6%94%B9%E8%A8%82%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\"><\/span><div class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#fff9e5;border-color:#ffb36b;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>2.3. \u8a66\u9a13\u306e\u6539\u8a02\u306b\u3064\u3044\u3066<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u8cc7\u6599<a rel=\"noreferrer noopener\" style=\"font-weight: bold;\" href=\"https:\/\/query.prod.cms.rt.microsoft.com\/cms\/api\/am\/binary\/RE3VUjA\" target=\"_blank\">\u201dExam DP-100: Designing and Implementing a Data Science Solution on Azure \u2013 Skills Measured\u201d<\/a>\u306b\u306f\uff12\u56de\u306e\u6539\u8a02\u30012020\/3\/22 \u30682020\/5\/22 \u306e\u6539\u8a02\u306b\u3064\u3044\u3066\u5c65\u6b74\u306e\u8a18\u8f09\u304c\u3042\u308a\u307e\u3059\u3002\u3000\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3068\u8a66\u9a13\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u306b\u5909\u66f4\u306f\u306a\u3044\u3088\u3046\u3067\u3059\u3002\u3000\u30b9\u30da\u30eb\u306e\u7db4\u308a\u306e\u5909\u66f4\u3084\u7565\u8a9e\u3092\u6b63\u5f0f\u540d\u306b\u3059\u308b\u306a\u3069\u8868\u73fe\u306b\u95a2\u3059\u308b\u6539\u8a02\u3060\u3051\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"height:150px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-9\"><span class=\"ez-toc-section\" id=\"3_%E8%A9%A6%E9%A8%93%E3%81%AE%E5%AF%BE%E7%AD%96\"><\/span><div class=\"sgb-heading__inner sgb-heading--type2\" style=\"background-color:#ffb36b;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\"><strong>3.  \u8a66\u9a13\u306e\u5bfe\u7b56<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3069\u3093\u306a\u554f\u984c\u304c\u51fa\u305f\u304b\u306f\u898f\u7d04\u4e0a\u66f8\u3051\u307e\u305b\u3093\u3002\u3000\u81ea\u5206\u306e\u53d7\u9a13\u6642\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u3001\u3069\u3093\u306a\u5bfe\u7b56\u3092\u884c\u3063\u3066\u305d\u308c\u304c\u3069\u3046\u52b9\u679c\u7684\u3060\u3063\u305f\u304b\u3001\u52b9\u679c\u304c\u3042\u307e\u308a\u306a\u304b\u3063\u305f\u304b\u3001\u306a\u3069\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-10\"><span class=\"ez-toc-section\" id=\"31_%E5%BD%93%E6%96%B9%E3%81%AE%E3%82%B9%E3%82%AD%E3%83%AB%E3%80%81%E7%B5%8C%E9%A8%93\"><\/span><div class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#fff9e5;border-color:#ffb36b;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>3.1. \u5f53\u65b9\u306e\u30b9\u30ad\u30eb\u3001\u7d4c\u9a13<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-11\"><span class=\"ez-toc-section\" id=\"Data_Science_%E3%81%AB%E9%96%A2%E3%81%99%E3%82%8B%E6%A5%AD%E5%8B%99%E7%B5%8C%E9%A8%93%E3%80%81%E3%82%B9%E3%82%AD%E3%83%AB\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>Data Science \u306b\u95a2\u3059\u308b\u696d\u52d9\u7d4c\u9a13\u3001\u30b9\u30ad\u30eb<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>\u5b9f\u696d\u52d9\u3068\u3057\u3066\u306f\u307b\u307c\u7121\u3057\u3002\u300010\u5e74\u524d\u307b\u3069\u306bInstitutional Research  \u306b\u95a2\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u53c2\u753b\u306e\u4e2d\u3067\u57fa\u672c\u7684\u306a\u6982\u5ff5\u306a\u3069\u306b\u89e6\u308c\u305f\u3053\u3068\u304c\u3042\u308b\u7a0b\u5ea6\u3002<\/li><li>\u5927\u5b66\u7b49\u3067\u306e\u7814\u7a76\u3001\u5c02\u653b\u306a\u3069\u3082\u7121\u3057\u3000<\/li><li>\u66f8\u7c4d\u306f\u591a\u5c11\u8aad\u3093\u3067\u3044\u305f\u3000\uff08\u5f8c\u307b\u3069\u7d39\u4ecb\uff09<\/li><li>Data Science \u306e\u5b9f\u884c\u74b0\u5883\u306e\u5c0e\u5165\u306b\u643a\u308f\u3063\u305f\u7d4c\u9a13\u306f\u591a\u5c11\u3042\u308a<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-12\"><span class=\"ez-toc-section\" id=\"Microsoft_Azure_%E3%81%AB%E9%96%A2%E3%81%99%E3%82%8B%E7%9F%A5%E8%AD%98\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>Microsoft Azure \u306b\u95a2\u3059\u308b\u77e5\u8b58<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>\u30bb\u30fc\u30eb\u30b9\u3001\u30c7\u30ea\u30d0\u30ea\u30fc\u7d4c\u9a13\u306f2\u5e74\u5f31<\/li><li>\u8272\u3005\u306aAzure \u8a8d\u5b9a\u306f\u6301\u3063\u3066\u3044\u308b\u304c\u7d20\u4eba\u30ec\u30d9\u30eb<\/li><li>Azure Machine Learning \u306b\u95a2\u3059\u308b\u5b9f\u696d\u52d9\u3067\u306e\u7d4c\u9a13\u306f\u7121\u3057<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-13\"><span class=\"ez-toc-section\" id=\"%E3%81%9D%E3%81%AE%E4%BB%96%E6%A5%AD%E5%8B%99%E7%B5%8C%E9%A8%93%E3%80%81%E3%82%B9%E3%82%AD%E3%83%AB\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>\u305d\u306e\u4ed6\u696d\u52d9\u7d4c\u9a13\u3001\u30b9\u30ad\u30eb<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>SE \u7d4c\u9a13\u306f\u7d0420\u5e74\u300117\u5e74\u306f\u30a2\u30ab\u30a6\u30f3\u30c8SE<\/li><li>\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u306b\u7279\u5316\u3057\u3066\u7d043\u5e74<\/li><li>\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u306fAlibaba Cloud \u3001Microsoft Azure \u3001GCP\u306a\u3069\u3002<\/li><li>\u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u306f\u5168\u9818\u57dfOK<\/li><li>\u958b\u767a\u306f\u30b9\u30af\u30ea\u30d7\u30c8\u3001\u30b7\u30a7\u30eb\u307e\u3067<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u7c21\u5358\u306b\u8a00\u3048\u3070\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u306e\u7d4c\u9a13\u306f\u306a\u3057\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5b9f\u884c\u74b0\u5883\u306e\u69cb\u7bc9\u306e\u7d4c\u9a13\u3001PJ\u3078\u306e\u53c2\u753b\u306e\u7d4c\u9a13\u306f\u591a\u5c11\u3042\u308a\u3001\u3068\u3044\u3046\u611f\u3058\u3067\u3059\u3002\u3000<\/p>\n\n\n\n<p>Azure \u306f\u8cc7\u683c\u306f\u6301\u3063\u3066\u3044\u307e\u3059\u304c\u5185\u5b9f\u306f\u7d20\u4eba\u3002\u89e6\u3063\u3066\u3044\u308b\u7d76\u5bfe\u91cf\u304c\u5c11\u306a\u3044\u3002\u3000<\/p>\n\n\n\n<p>\u305f\u3060\u3001\u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u306f\u5168\u9818\u57df\u3084\u3063\u3066\u3044\u305f\u306e\u3067\u4eca\u306e\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u306eIaaS \/ PaaS \/ SaaS \u306e\u6a5f\u80fd\u306e\u307b\u3068\u3093\u3069\u306f\u81ea\u5206\u81ea\u8eab\u3067\u63d0\u6848\u3084\u8a2d\u8a08\u3001\u69cb\u7bc9\u3057\u3066\u3044\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3000\u304a\u5ba2\u69d8\u3068\u4e00\u7dd2\u306b\u4f55\u3067\u3082\u81ea\u7531\u306b\u5b9f\u73fe\u3067\u304d\u305f\u30aa\u30f3\u30d7\u30ec\u306b\u5bfe\u3057\u3066\u3001\u578b\u304c\u6c7a\u307e\u3063\u305f\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u306f\u3042\u308b\u610f\u5473\u899a\u3048\u306a\u304d\u3083\u3044\u3051\u306a\u3044\u3053\u3068\u306f\u5c11\u306a\u3044\u306a\u3041\uff08\u4f55\u304c\u51fa\u6765\u306a\u3044\u304b\u3060\u3051\u6ce8\u76ee\uff09\u3068\u666e\u6bb5\u611f\u3058\u3066\u3044\u305f\u308a\u3002\u3000\u3000\u306a\u306e\u3067Azure \u304c\u7d20\u4eba\u306a\u306e\u306f\u78ba\u304b\u306a\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u4e2d\u8eab\u306f\u308f\u304b\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u611f\u3058\u3067\u3059\u3002\u3000<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-14\"><span class=\"ez-toc-section\" id=\"32_%E8%A9%A6%E9%A8%93%E3%81%AE%E5%AF%BE%E7%AD%96\"><\/span><div class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#fff9e5;border-color:#ffb36b;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">3.2. \u8a66\u9a13\u306e\u5bfe\u7b56<\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-15\"><span class=\"ez-toc-section\" id=\"%E8%A9%A6%E9%A8%93%E3%81%AE%E7%AF%84%E5%9B%B2%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>\u8a66\u9a13\u306e\u7bc4\u56f2\u3092\u78ba\u8a8d\u3059\u308b<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4ed6\u306e\u8a66\u9a13\u540c\u69d8\u306b<a href=\"https:\/\/query.prod.cms.rt.microsoft.com\/cms\/api\/am\/binary\/RE3VUjA\">\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3<\/a>\u3067\u8a66\u9a13\u7bc4\u56f2\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u3000\u78ba\u8a8d\u3057\u3066\u6700\u521d\u306b\u611f\u3058\u305f\u306e\u306f\u6e96\u5099\u7121\u3057\u3067\u306f\u5408\u683c\u3067\u304d\u306a\u3044\u306a\u3001\u3068\u3002<\/p>\n\n\n\n<p>\u8a66\u9a13\u7bc4\u56f2\u3092\u629c\u7c8b\u3059\u308b\u3068\u4ee5\u4e0b\u306e4\u533a\u5206\u3067\u3059\u3002\u3000<\/p>\n\n\n\n<ul class=\"is-style-sango-list-main-color wp-block-list\"><li>Set up an Azure Machine Learning Workspace (30-35%)<\/li><li>Run Experiments and Train Models (25-30%)<\/li><li>Optimize and Manage Models (20-25%)<\/li><li>Deploy and Consume Models (20-25%)<\/li><\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u7c21\u5358\u306b\u8a00\u3048\u3070 Azure Machine Learning \u3092\u4f7f\u3048\u308b\u3053\u3068\u3001\u74b0\u5883\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u5b9f\u969b\u306b\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u7d50\u679c\u3092\u8a55\u4fa1\u3059\u308b\u3001\u3068\u3002\u3000\u3000\u306a\u306e\u3067Azure\u306e\u95a2\u9023\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u64cd\u4f5c\u306e\u30b9\u30ad\u30eb\u306f\u5fc5\u8981\u306a\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3000\u307e\u305f\u3001\u305d\u306e\u524d\u63d0\u306b\u3042\u308b\u306e\u306fMachine Learning \u306b\u95a2\u3059\u308b\u77e5\u8b58\u3067\u3059\u3002\u3000Azure \u306b\u95a2\u4fc2\u306a\u304f\u6982\u5ff5\u3084\u7528\u8a9e\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001\u79c1\u306f Azure Machine Learning \u3092\u4f7f\u3063\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3000Machine Learning \u306b\u3064\u3044\u3066\u306f\u591a\u5c11\u66f8\u7c4d\u3067\u77e5\u6075\u306f\u3064\u3051\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u79c1\u306f\u8cc7\u683c\u8a66\u9a13\u3092\u53d7\u3051\u308b\u3068\u304d\u306f\u57fa\u672c\u6e96\u5099\u7121\u3057\u3067\u53d7\u3051\u308b\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002\u3000\u53d7\u3051\u3066\u307f\u308b\u3053\u3068\u3067\u5f31\u70b9\u3084\u3069\u3093\u306a\u554f\u984c\u304c\u51fa\u308b\u304b\u308f\u304b\u308b\u305f\u3081\u3002\u3000\u3068\u306f\u3044\u3044\u3064\u3064\u4eca\u56de\u306e\u8a66\u9a13\u306f\u6e96\u5099\u7121\u3057\u3067\u306f\u4f55\u304c\u308f\u304b\u3089\u306a\u3044\u306e\u304b\u3001\u305d\u308c\u3059\u3089\u308f\u304b\u3089\u306a\u304b\u3063\u305f\u3068\u306a\u308b\u3053\u3068\u304c\u76ee\u306b\u898b\u3048\u3066\u3044\u307e\u3057\u305f\u3002\u3000\u3000\u6e96\u5099\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-16\"><span class=\"ez-toc-section\" id=\"Microsoft_Docs_%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\"><strong>Microsoft Docs \u3092\u78ba\u8a8d\u3059\u308b<\/strong><\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u307e\u305a\u306f Microsft Docs \u3067<a href=\"https:\/\/docs.microsoft.com\/ja-jp\/azure\/machine-learning\/concept-workspace\">\u30de\u30cb\u30e5\u30a2\u30eb<\/a>\u3092\u8aad\u307f\u307e\u3059\u3002\u3000<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"709\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-8-1024x709.png\" alt=\"\" class=\"wp-image-7733\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-8-1024x709.png 1024w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-8-300x208.png 300w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-8-768x532.png 768w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-8-940x651.png 940w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-8.png 1279w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u7d50\u69cb\u306a\u5206\u91cf\u304c\u3042\u308a\u307e\u3059\u304c\u6697\u8a18\u3059\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\u6d41\u3057\u8aad\u307f\u3067\u3059\u3002\u3000Azure Machine Learning \u3067\u3069\u3093\u306a\u3053\u3068\u304c\u51fa\u6765\u308b\u306e\u304b\u628a\u63e1\u3067\u304d\u308c\u3070OK\u3068\u3044\u3046\u611f\u3058\u3067\u3059\u3002\u3000\u308f\u304b\u3089\u306a\u3044\u3068\u3053\u308d\u306f\u98db\u3070\u3057\u3064\u30641\u6642\u9593\u4f4d\u3068\u6642\u9593\u3092\u6c7a\u3081\u3066\u3067\u3072\u3068\u3068\u304a\u308a\u773a\u3081\u307e\u3057\u305f\u3002\u3000\u305d\u306e\u6642\u3001Machine Learning \u306b\u95a2\u3059\u308b\u7528\u8a9e\u3001\u6982\u5ff5\u306a\u3069\u3067\u4e0d\u660e\u306a\u3082\u306e\u306f\u624b\u5143\u306e\u7d19\u306b\u66f8\u304d\u3060\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u3000\u305d\u308c\u306f\u5225\u9014\u3001\u66f8\u7c4d\u3084\u672c\u3067\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u8aad\u3080\u3053\u3068\u3067 Azure Machine Learning \u3067\u51fa\u6765\u308b\u3053\u3068\u3001\u51fa\u6765\u306a\u3044\u3053\u3068\u3001\u767b\u5834\u4eba\u7269\uff08\u5b9f\u969b\u306f\u30e2\u30ce\u3067\u306f\u306a\u304fVirtual Machine\u306a\u3069\u4ed6\u306b\u95a2\u9023\u3057\u3066\u304f\u308b\u30b5\u30fc\u30d3\u30b9\u306a\u3069\uff09\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002\u3000\u307e\u305f\u3001\u3069\u3093\u306a\u60c5\u5831\u304c\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u3042\u3063\u305f\u304b\u3056\u3063\u304f\u308a\u3068\u982d\u306b\u6b8b\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u5f8c\u3067\u8abf\u3079\u7269\u3092\u3059\u308b\u3068\u304d\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u307e\u305f\u3001\u8aad\u3080\u524d\u304b\u3089\u308f\u304b\u3063\u3066\u3044\u305f\u3053\u3068\u3067\u3059\u304c\u3001\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u306b\u3082\u3042\u308bAzure Machine Learning \u306e\u64cd\u4f5c\u306f\u30de\u30cb\u30e5\u30a2\u30eb\u3060\u3051\u3060\u3068\u30a4\u30e1\u30fc\u30b8\u3092\u63b4\u3080\u306e\u304c\u5927\u5909\u3067\u3059\u3002\u3000\u3082\u306e\u306b\u3088\u3063\u3066\u306f\u30de\u30cb\u30e5\u30a2\u30eb\u5185\u306b\u753b\u9762\u4ed8\u304d\u306e\u624b\u9806\u306f\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"897\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-9-1024x897.png\" alt=\"\" class=\"wp-image-7735\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-9-1024x897.png 1024w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-9-300x263.png 300w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-9-768x673.png 768w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-9-940x823.png 940w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-9.png 1185w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><figcaption><a href=\"https:\/\/docs.microsoft.com\/ja-jp\/azure\/machine-learning\/how-to-manage-workspace\">https:\/\/docs.microsoft.com\/ja-jp\/azure\/machine-learning\/how-to-manage-workspace<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u305f\u3060\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u5834\u5408\u3001\u9023\u7d9a\u6027\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u3000\u4f55\u3092\u8a00\u3063\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u3068\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u306f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068\u9055\u3044\u3001\u5404\u7a2e\u60c5\u5831\u304c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u89b3\u70b9\u3067\u4e26\u3093\u3067\u3044\u307e\u3059\u3002\u3000\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3067\u306f\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306e\u4f5c\u6210\u3068\u7ba1\u7406\u306e\u60c5\u5831\u306f\u201dAzure Portal\u306e\u4f7f\u7528\u201d \u306b\u3042\u308b\u3053\u3068\u304c\u968e\u5c64\u5316\u3055\u308c\u305f\u9805\u76ee\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3000\u77e5\u308a\u305f\u3044\u60c5\u5831\u304c\u660e\u78ba\u306a\u5834\u5408\u306f\u3053\u306e\u63d0\u4f9b\u5f62\u614b\u304c\u6700\u9069\u3067\u3059\u3002\u3000\u3000\u3057\u304b\u3057\u3001\u9806\u756a\u306b\u6b21\u306e\u9805\u76ee\u306b\u9032\u3080\u3068\u201dAzure CLI\u306e\u4f7f\u7528\u201d\u3068\u306a\u308a\u3001\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308b\u3068\u3044\u3046\u540c\u3058\u76ee\u7684\u306b\u3064\u3044\u3066\u7570\u306a\u308b\u65b9\u6cd5\u304c\u63d0\u793a\u3055\u308c\u307e\u3059\u3002\u3000\u3000\u4eca\u56de\u306e\u3088\u3046\u306b\u30b5\u30fc\u30d3\u30b9\u3092\u89e6\u3063\u305f\u3053\u3068\u304c\u306a\u304f\u3068\u308a\u3042\u3048\u305a\u4e00\u89a7\u306e\u6d41\u308c\u3092\u624b\u3063\u53d6\u308a\u65e9\u304f\u77e5\u308a\u305f\u3044\u3068\u3044\u3046\u4f7f\u3044\u65b9\u306b\u306f\u5411\u304b\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"879\" height=\"845\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-10.png\" alt=\"\" class=\"wp-image-7736\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-10.png 879w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-10-300x288.png 300w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-10-768x738.png 768w\" sizes=\"auto, (max-width: 879px) 100vw, 879px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u3068\u306f\u8a00\u3044\u3064\u3064\u3001Azure \u306e\u30d7\u30ed\u30c0\u30af\u30c8\u3067\u3082\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308bDocs \u3082\u6ca2\u5c71\u3042\u308a\u307e\u3059\u3002\u3000\u3053\u306e Azure Machine Learning \u3082\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"867\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-11-1024x867.png\" alt=\"\" class=\"wp-image-7737\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-11-1024x867.png 1024w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-11-300x254.png 300w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-11-768x650.png 768w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-11-940x796.png 940w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-11.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306e\u4f5c\u6210\u304b\u3089\u59cb\u307e\u308a\u3001<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"870\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-12-1024x870.png\" alt=\"\" class=\"wp-image-7738\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-12-1024x870.png 1024w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-12-300x255.png 300w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-12-768x653.png 768w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-12-940x799.png 940w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-12.png 1131w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u308a\u3001\u6700\u5f8c\u306f\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u4e01\u5be7\u306b\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"867\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-13-1024x867.png\" alt=\"\" class=\"wp-image-7739\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-13-1024x867.png 1024w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-13-300x254.png 300w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-13-768x650.png 768w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-13-940x796.png 940w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-13.png 1140w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-17\"><span class=\"ez-toc-section\" id=\"%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u5b9f\u884c\u3059\u308b<\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u8aad\u3080\u3060\u3051\u3067\u3082\u826f\u3044\u306e\u3067\u3059\u304c\u7720\u304f\u306a\u308b\uff06\u899a\u3048\u306b\u304f\u3044\u306e\u3067\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u307e\u3059\u3002\u3000\u78ba\u304b2\u6642\u9593\u304f\u3089\u3044\u3067\u4e00\u901a\u308a\u51fa\u6765\u305f\u306f\u305a\u3002\u3000\u3053\u308c\u3067\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u3067\u8a66\u9a13\u7bc4\u56f2\u3068\u3055\u308c\u305f\u4e00\u9023\u306e\u6d41\u308c\u306f\u628a\u63e1\u51fa\u6765\u307e\u3057\u305f\u3002\u3000<strong>\u3042\u3063\u3055\u308a\u3068\u66f8\u3044\u3066\u3044\u307e\u3059\u304c\u3053\u308c\u306f\u3084\u3063\u3066\u304a\u3044\u305f\u65b9\u304c\u3088\u3044\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-18\"><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E3%82%92%E8%AA%AD%E3%82%80\"><\/span><div class=\"sgb-heading__inner sgb-heading--type1\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u672c\u3092\u8aad\u3080<\/span><\/div><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>\uff23\uff4f\uff47\uff4e\uff49\uff54\uff49\uff56\uff45 \uff33\uff45\uff52\uff56\uff49\uff43\uff45\uff53\u5165\u9580 \u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u4eba\u5de5\u77e5\u80fd\uff21\uff30\uff29\u306e\u4f7f\u3044\u65b9<\/strong><\/p>\n\n\n\n<p>\u4f55\u304b\u3067\u3082\u3089\u3063\u305f\u672c\u3002\u3000\u4e2d\u8eab\u306fCognitive Services \u306a\u306e\u3067\u4eca\u56de\u306e\u8a66\u9a13\u306e\u5bfe\u8c61\u3068\u306f\u3061\u3087\u3063\u3068\u9055\u3046\u3002\u3000\u9593\u63a5\u7684\u306a\u3068\u3044\u3046\u610f\u5473\u3067\u8aad\u3093\u3067\u304a\u3044\u3066\u640d\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u5fc5\u9808\u3067\u306f\u306a\u3044\u3067\u3059\u3002\u3000AI-100 \u306e\u3068\u304d\u306b\u5f79\u7acb\u3064\u672c\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"357\" height=\"445\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-14.png\" alt=\"\" class=\"wp-image-7741\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-14.png 357w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-14-241x300.png 241w\" sizes=\"auto, (max-width: 357px) 100vw, 357px\"><\/figure>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u79c1\u304c\u4f7f\u3063\u3066\u3044\u308b\u96fb\u5b50\u66f8\u7c4d\u30b5\u30fc\u30d3\u30b9 \u201cHonto\u201d \u3067\u8cb7\u3063\u3066\u8aad\u3093\u3060\u3082\u306e\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u3000\u305f\u3060\u3001\u4eca\u56de\u306e\u8a66\u9a13\u306e\u305f\u3081\u306b\u8cb7\u3063\u305f\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\u904e\u53bb\u306b\u8aad\u3093\u3067\u3044\u305f\u3082\u306e\u3068\u3044\u3046\u611f\u3058\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3055\u308f\u3063\u3066\u308f\u304b\u308b\u6a5f\u68b0\u5b66\u7fd2\uff21\uff5a\uff55\uff52\uff45 \uff2d\uff41\uff43\uff48\uff49\uff4e\uff45 \uff2c\uff45\uff41\uff52\uff4e\uff49\uff4e\uff47\u5b9f\u8df5\u30ac\u30a4\u30c9<\/strong><\/p>\n\n\n\n<p>2016\u5e74\u306e\u672c\u3067\u53e4\u3044\u306e\u3067\u3059\u304c\u3001Azure Machine Learning \u3092\u77e5\u308b\u306b\u306f\u3061\u3087\u3046\u3069\u826f\u3044\u3067\u3059\u3002\u3000\u5f53\u305f\u308a\u524d\u306e\u8a71\u3067\u3059\u304c\u66f8\u7c4d\u306f\u8aad\u307f\u3084\u3059\u3044\u3082\u306e\u3067\u3059\u3002\u3000\u77e5\u308a\u305f\u3044\u3053\u3068\u304c\u660e\u78ba\u306a\u5834\u5408\u306f\u30de\u30cb\u30e5\u30a2\u30eb\u3082\u826f\u3044\u306e\u3067\u3059\u304c0\u304b\u3089\u5168\u4f53\u3092\u6291\u3048\u3088\u3046\u3068\u601d\u3046\u3068\u30de\u30cb\u30e5\u30a2\u30eb\u306f\u305d\u306e\u69cb\u9020\u7684\u306b\u5411\u304b\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3002<\/p>\n\n\n\n<p>\u5b9f\u8df5\u30ac\u30a4\u30c9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u524d\u534a\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e00\u822c\u8ad6\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\u3000\u6b21\u306b\u30c7\u30fc\u30bf\u306e\u96c6\u3081\u65b9\u3001\u305d\u306e\u4e0a\u3067Azure Machine Learning \u3092\u4f7f\u3063\u305f\u5b9f\u8df5\u306b\u5165\u308a\u307e\u3059\u3002\u3000\u5b9f\u8df5\u3067\u306f\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u3001\u56de\u5e30\u5206\u6790\u306b\u3088\u308b\u4e88\u6e2c\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3092\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u5f62\u3067\u5b9f\u8df5\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"357\" height=\"457\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-80.png\" alt=\"\" class=\"wp-image-7940\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-80.png 357w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-80-234x300.png 234w\" sizes=\"auto, (max-width: 357px) 100vw, 357px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>\uff16\uff10\u5206\u3067\u308f\u304b\u308b\uff01\u6a5f\u68b0\u5b66\u7fd2\uff06\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u8d85\u5165\u9580<\/strong><\/p>\n\n\n\n<p>\u8d85\u5165\u9580\u3068\u3042\u308a\u307e\u3059\u304c\u304a\u52e7\u3081\u3067\u3059\u3002\u3000\u6700\u4f4e\u9650\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u7528\u8a9e\u3084\u6982\u5ff5\u306a\u3069\u304c\u826f\u3044\u610f\u5473\u3067\u30b7\u30f3\u30d7\u30eb\u306b\u8aac\u660e\u3055\u308c\u3066\u304a\u308a\u982d\u306b\u3044\u308c\u3084\u3059\u304b\u3063\u305f\u3067\u3059\u3002\u3000\u307e\u305f\u3001\u4e16\u306e\u4e2d\u306e\u9069\u7528\u4e8b\u4f8b\u3001\u9069\u7528\u30b7\u30fc\u30f3\u304c\u591a\u304f\uff0820\u500b\u307b\u3069\uff09\u7d39\u4ecb\u3055\u308c\u3066\u304a\u308a\u305d\u308c\u3082\u3088\u304b\u3063\u305f\u3067\u3059\u3002\u30002017\u5e74\u767a\u58f2\u306a\u306e\u3067\u4f3c\u305f\u3088\u3046\u306a\u30b3\u30f3\u30bb\u30d7\u30c8\u306e\u672c\u3067\u3082\u3088\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"280\" height=\"387\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-15.png\" alt=\"\" class=\"wp-image-7742\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-15.png 280w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-15-217x300.png 217w\" sizes=\"auto, (max-width: 280px) 100vw, 280px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>\u3044\u3061\u3070\u3093\u3084\u3055\u3057\u3044\u4eba\u53e3\u77e5\u80fd\u30d3\u30b8\u30cd\u30b9\u306e\u6559\u672c<\/strong><\/p>\n\n\n\n<p>\u4e0a\u306e\u672c\u3068\u8fd1\u3044\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u6301\u3064\u672c\u3067\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u9069\u7528\u3068\u3044\u3046\u5207\u308a\u53e3\u3067\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3000\u8a66\u9a13\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u4e0a\u306e\u3082\u306e\u304b\u3053\u3061\u3089\u304b\u3069\u3061\u3089\u304b\u3067\u6982\u5ff5\u3092\u628a\u63e1\u3059\u308b\u306e\u306f\u3088\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"252\" height=\"293\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-18.png\" alt=\"\" class=\"wp-image-7745\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>\uff29\uff34\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u7406\u8ad6\u5165\u9580 <\/strong><\/p>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u77e5\u308b\u4e0a\u3067\u304a\u52e7\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p>2015\u5e74\u3068\u3061\u3087\u3063\u3068\u53e4\u3044\u3067\u3059\u3002\u8cfc\u5165\u3082\u5927\u5206\u524d\u3067\u3059\u3002\u3000\u4e0a\u306e\u8d85\u5165\u9580\u306b\u5bfe\u3057\u3066\u3053\u3061\u3089\u3082\u5165\u9580\u3068\u3042\u308a\u307e\u3059\u304c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u7406\u8ad6\u306b\u95a2\u3059\u308b\u5165\u9580\u3067\u79c1\u306b\u306f\u3068\u3066\u3082\u5165\u9580\u3068\u306f\u8a00\u3048\u306a\u3044\u4e2d\u8eab\u306e\u6fc3\u3055\u3002\u3000\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u7406\u8ad6\u3092\u6570\u5f0f\u3068\u3068\u3082\u306b\u4e01\u5be7\u306b\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3000\u5c0e\u5165\u90e8\u5206\u306b\u3082\u66f8\u3044\u3066\u3042\u308b\u306e\u3067\u3059\u304c\u6a5f\u68b0\u5b66\u7fd2\u306e\u7406\u8ad6\u3092\u77e5\u3089\u305a\u3068\u3082\u4f7f\u3048\u3066\u3057\u307e\u3046\u73fe\u72b6\u3078\u306e\u5371\u60e7\u3001\u51fa\u6765\u5408\u3044\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u30c7\u30fc\u30bf\u3092\u6295\u5165\u3059\u308b\u3068\u305d\u308c\u3089\u3057\u3044\u7d50\u679c\u304c\u51fa\u3066\u304f\u308b\u3053\u3068\u3001\u3078\u3057\u3063\u304b\u308a\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7406\u89e3\u3057\u306a\u3044\u3068\u305d\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306b\u306f\u610f\u5473\u304c\u306a\u3044\u3068\u3044\u3046\u8457\u8005\u306e\u601d\u3044\u304c\u4f1d\u308f\u308a\u307e\u3059\u3002\u3000\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3064\u3044\u3066\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3000\u3000<\/p>\n\n\n\n<ul 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class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>\u30d5\u30ea\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u5b66\u3076 \u6a5f\u68b0\u5b66\u7fd2\u5165\u9580<\/strong><\/p>\n\n\n\n<p>2017\u5e74\u767a\u58f2\u3002\u3000\u3053\u3061\u3089\u3082\u5165\u9580\u3067\u3059\u3002\u3000\u4e2d\u8eab\u306fPython\u3067\u5b9f\u969b\u306b\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u305f\u308a\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5206\u985e\u3057\u305f\u308a\u3001\u753b\u50cf\u8a8d\u8b58\u3057\u305f\u308a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u308a\u3001\u521d\u5b66\u8005\u5411\u3051\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u7684\u306a\u6d41\u308c\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u7406\u89e3\u3057\u3064\u3064\u624b\u3092\u52d5\u304b\u305b\u307e\u3059\u3002\u3068\u306f\u8a00\u3044\u3064\u3064\u79c1\u306f\u3056\u3063\u3068\u8aad\u3093\u3060\u3060\u3051\u3067\u3059\u304c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"365\" height=\"446\" src=\"https:\/\/bigriver.jp\/wp-content\/uploads\/2020\/07\/image-17.png\" alt=\"\" class=\"wp-image-7744\" srcset=\"https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-17.png 365w, https:\/\/www.bigriver.jp\/wp-content\/uploads\/2020\/07\/image-17-246x300.png 246w\" sizes=\"auto, (max-width: 365px) 100vw, 365px\"><\/figure>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u4ed6\u306b\u30823-4\u518a\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<div style=\"height:150px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-19\"><span class=\"ez-toc-section\" id=\"4_%E3%81%BE%E3%81%A8%E3%82%81\"><\/span><div class=\"sgb-heading__inner sgb-heading--type2\" style=\"background-color:#ffb36b;border-color:transparent;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">4. \u307e\u3068\u3081<\/span><\/div><span 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