{"id":24773,"date":"2023-11-15T16:36:01","date_gmt":"2023-11-15T07:36:01","guid":{"rendered":"https:\/\/www.skyarch.net\/blog\/?p=24773"},"modified":"2023-11-15T16:36:01","modified_gmt":"2023-11-15T07:36:01","slug":"sagemaker-autopilot%e3%82%92%e3%82%84%e3%81%a3%e3%81%a6%e3%81%bf%e3%81%9ftutorial-%e7%b7%a8","status":"publish","type":"post","link":"https:\/\/www.skyarch.net\/blog\/sagemaker-autopilot%e3%82%92%e3%82%84%e3%81%a3%e3%81%a6%e3%81%bf%e3%81%9ftutorial-%e7%b7%a8\/","title":{"rendered":"SageMaker Autopilot\u3092\u3084\u3063\u3066\u307f\u305f(tutorial \u7de8)"},"content":{"rendered":"<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>SageMaker\u306b\u3064\u3044\u3066\u5b66\u7fd2\u306e\u305f\u3081\u30d6\u30ed\u30b0\u6295\u7a3f\u3057\u307e\u3057\u305f\u3002<br \/>\u4eca\u56de\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u610f\u3059\u308b\u3060\u3051\u3067\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6700\u9069\u306a\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u3067\u69cb\u7bc9\u3057\u3066\u304f\u308c\u308bSageMaker Autopilot\u3068\u3044\u3046AutoML\u6a5f\u80fd\u3092\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n<h2>\u76ee\u6b21<\/h2>\n<ul>\n<li><a href=\"#overview\">\u6982\u8981<\/a><\/li>\n<li><a href=\"#env\">Amazon SageMaker Studio\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b<\/a><\/li>\n<li><a href=\"#dateset\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/a><\/li>\n<li><a href=\"#experiments\">SageMaker Autopilot\u3092\u4f7f\u7528\u3059\u308b<\/a>\n<li><a href=\"#matome\">\u307e\u3068\u3081<\/a><\/li>\n<\/ul>\n<h2 id=\"overview\">\u6982\u8981<\/h2>\n<p>AWS\u516c\u5f0f\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3053\u3061\u3089\u306e<a href=\"https:\/\/aws.amazon.com\/jp\/getting-started\/hands-on\/create-machine-learning-model-automatically-sagemaker-autopilot\/\">\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a>\u306b\u6cbf\u3063\u3066\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"env\">Amazon SageMaker Studio\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b<\/h2>\n<p>SageMaker Studio\u3068\u306fSageMaker\u3067\u4f7f\u7528\u3067\u304d\u308bIDE(\u7d71\u5408\u958b\u767a\u74b0\u5883)\u3067\u3059\u3002<br \/>\u8a18\u4e8b\u306e\u672c\u984c\u3068\u306f\u9038\u308c\u308b\u306e\u3067\u3001SageMaker Studio\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u305f\u72b6\u614b\u304b\u3089\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1-300x111.png\" alt=\"\" width=\"900\" height=\"333\" class=\"alignnone size-medium wp-image-24814\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1-300x111.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1-1024x379.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1-768x284.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1-1536x569.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1-728x270.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_1.png 1887w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h2 id=\"dateset\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/h2>\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u4f7f\u7528\u3059\u308b<a href=\"https:\/\/archive.ics.uci.edu\/dataset\/222\/bank+marketing\/\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001\u4efb\u610f\u306eS3\u30d0\u30b1\u30c3\u30c8\u306bzip\u5c55\u958b\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/a_2.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/a_2-300x85.png\" alt=\"\" width=\"900\" height=\"255\" class=\"alignnone size-medium wp-image-24824\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/a_2-300x85.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/a_2-1024x291.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/a_2-768x218.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/a_2-728x207.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/a_2.png 1163w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h2 id=\"experiments\">SageMaker Autopilot\u3092\u4f7f\u7528\u3059\u308b<\/h2>\n<p>SageMaker Studio\u306b\u623b\u3063\u3066\u3001SageMaker Autopilot\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<br \/>\u300cCreate AutoML experiment\u300d\u304b\u3089\u958b\u59cb\u3057\u307e\u3059\u3002<\/p>\n<h3>Create an Autopilot experiment(Experiment and data details)<\/h3>\n<p>\u300cInput data\u300d\u306b\u306f\u5148\u307b\u3069\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3-300x126.png\" alt=\"\" width=\"900\" height=\"378\" class=\"alignnone size-medium wp-image-24833\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3-300x126.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3-1024x431.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3-768x323.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3-1536x646.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3-728x306.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_3.png 1862w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h3>Create an Autopilot experiment(Target and features)<\/h3>\n<p>\u300cTarget\u300d\u306b\u306f\u4e88\u6e2c\u3059\u308b\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u9078\u629e(y)\u3057\u3001\u300cFeatures\u300d\u306b\u306f\u5b66\u7fd2\u3067\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u3092\u9078\u629e(\u4eca\u56de\u306fy\u4ee5\u5916\u306e\u5168\u3066)\u3057\u307e\u3059\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4-300x136.png\" alt=\"\" width=\"900\" height=\"408\" class=\"alignnone size-medium wp-image-24839\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4-300x136.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4-1024x465.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4-768x349.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4-1536x698.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4-728x331.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_4.png 1858w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h3>Create an Autopilot experiment(Training method and algorithms)<\/h3>\n<p>\u300cTraining method and algorithms\u300d\u306f\u300cAuto\u300d\u3092\u9078\u629e\u3057\u305f\u307e\u307e\u306b\u3057\u307e\u3059\u3002\u5b66\u7fd2\u6642\u9593\u77ed\u7e2e\u306e\u305f\u3081\u306b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d5e\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5-300x108.png\" alt=\"\" width=\"900\" height=\"324\" class=\"alignnone size-medium wp-image-24843\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5-300x108.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5-1024x370.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5-768x277.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5-1536x555.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5-728x263.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_5.png 1880w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h3>Create an Autopilot experiment(Deployment and advanced settings)<\/h3>\n<p>\u300cAuto deploy\u300d\u3092\u300cyes\u300d\u306e\u307e\u307e\u306b\u3057\u305f\u5834\u5408\u3001\u4e00\u756a\u7cbe\u5ea6\u304c\u826f\u3044\u3068\u5224\u65ad\u3057\u305f\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u30c7\u30d7\u30ed\u30a4\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u4f5c\u6210\u307e\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u4f5c\u6210\u3092\u624b\u52d5\u3067\u5b9f\u65bd\u3057\u305f\u3044\u5834\u5408\u306f\u300cno\u300d\u306b\u5909\u66f4\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6-300x137.png\" alt=\"\" width=\"900\" height=\"411\" class=\"alignnone size-medium wp-image-24845\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6-300x137.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6-1024x466.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6-768x350.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6-1536x700.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6-728x332.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_6.png 1864w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h3>Create an Autopilot experiment(Review and create)<\/h3>\n<p>\u8a2d\u5b9a\u5185\u5bb9\u3092\u6700\u7d42\u78ba\u8a8d\u3057\u3001\u554f\u984c\u306a\u3051\u308c\u3070\u300cCreate experiment\u300d\u3092\u5b9f\u884c\u3057\u3066\u3001\u300cStatus\u300d\u304cCompleted\u306b\u306a\u308b\u307e\u3067\u3057\u3070\u3089\u304f\u5f85\u3061\u307e\u3057\u3087\u3046\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_7.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_7-300x136.png\" alt=\"\" width=\"900\" height=\"408\" class=\"alignnone size-medium wp-image-24847\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_7-300x136.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_7-768x349.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_7-728x331.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_7.png 1864w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h3>\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n<p>\u81ea\u52d5\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u4f5c\u6210\u3055\u308c\u305f\u30e2\u30c7\u30eb\u4e00\u89a7\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u300cBest model\u300d\u3068\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u4e00\u756a\u7cbe\u5ea6\u304c\u9ad8\u3044\u30e2\u30c7\u30eb\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<br \/>\u307e\u305f\u3001\u300cOpen data exploration notebook\u300d\u304b\u3089\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u6790\u30ec\u30dd\u30fc\u30c8\u3001\u300cOpen candidate generation notebook\u300d\u304b\u3089\u30e2\u30c7\u30eb\u518d\u5b9a\u7fa9\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306aNotebook\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8-300x134.png\" alt=\"\" width=\"900\" height=\"402\" class=\"alignnone size-medium wp-image-24854\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8-300x134.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8-1024x459.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8-768x344.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8-1536x688.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8-728x326.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_8.png 1880w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<p>\u4f5c\u6210\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u3068\u3001\u8a73\u7d30\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u300cDeploy model\u300d\u304b\u3089\u624b\u52d5\u30c7\u30d7\u30ed\u30a4\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u4f5c\u6210\u3092\u5b9f\u65bd\u3067\u304d\u307e\u3059\u3002<br \/>\u307e\u305f\u3001\u300cPerformance\u300d\u30bf\u30d6\u304b\u3089\u3001\u30e2\u30c7\u30eb\u306e\u8a73\u7d30\u306a\u7cbe\u5ea6\u3092\u56f3\u793a\u53ef\u3057\u3066\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u300cDownload Performance Reports\u300d\u304b\u3089\u4f5c\u6210\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306e\u8a73\u7d30\u30ec\u30dd\u30fc\u30c8\u3092\u51fa\u529b\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<a href=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9-300x138.png\" alt=\"\" width=\"900\" height=\"414\" class=\"alignnone size-medium wp-image-24857\" srcset=\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9-300x138.png 300w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9-1024x471.png 1024w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9-768x353.png 768w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9-1536x706.png 1536w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9-728x335.png 728w, https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2023\/11\/al_9.png 1901w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a>\n<h2 id=\"matome\">\u307e\u3068\u3081<\/h2>\n<p>\u30e1\u30ea\u30c3\u30c8<\/p>\n<ul>\n<li>\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6295\u5165\u3059\u308b\u3060\u3051\u3067\u5229\u7528\u53ef\u80fd\u3002\u30c7\u30fc\u30bf\u5206\u5272\u3001\u30e2\u30c7\u30eb\u69cb\u7bc9\u3001\u30e2\u30c7\u30eb\u6700\u9069\u5316\u3001\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u6570\u30af\u30ea\u30c3\u30af\u3067\u5b8c\u7d50\u3059\u308b\u3002<\/li>\n<li>\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u3092\u518d\u73fe\u53ef\u80fd\u3002\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u53ef\u80fd\u306aJupyter 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