{"id":1079,"date":"2022-07-19T13:16:00","date_gmt":"2022-07-19T04:16:00","guid":{"rendered":"https:\/\/citadelai.wpengine.com\/?p=1079"},"modified":"2023-10-10T15:20:04","modified_gmt":"2023-10-10T06:20:04","slug":"machine-learning-systems-and-testing-2-4","status":"publish","type":"post","link":"https:\/\/citadel-ai.com\/ja\/blog\/2022\/07\/19\/machine-learning-systems-and-testing-2-4\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u3068\u30c6\u30b9\u30c8 (2\/4)"},"content":{"rendered":"\n<p id=\"41a6\">\u3053\u306e\u30b7\u30ea\u30fc\u30ba\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u3044\u304d\u307e\u3059\u3002\u5168 4 \u56de\u3092\u4e88\u5b9a\u3057\u3066\u3044\u308b\u3046\u3061\u306e\u4eca\u56de\u306f\u7b2c 2 \u56de\u76ee\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"81b6\">\u7b2c 1 \u56de\u76ee\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u3068\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30c6\u30b9\u30c8\u3092\u6bd4\u8f03\u3057\u3001\u300c\u30c6\u30b9\u30c8\u9805\u76ee\u306e\u8a2d\u8a08\u300d\u3084\u300c\u59a5\u5f53\u6027\u306e\u8a55\u4fa1\u300d\u304c\u56f0\u96e3\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u7b2c 2 \u56de\u76ee\u4ee5\u964d\u3067\u306f\u5177\u4f53\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u60f3\u5b9a\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u5177\u4f53\u7684\u306b\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"8647\">\u60f3\u5b9a\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/h2>\n\n\n\n<p id=\"e08f\">\u672c\u30b7\u30ea\u30fc\u30ba\u3067\u306f\u30c6\u30b9\u30c8\u5bfe\u8c61\u3068\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3057\u3066&nbsp;<a href=\"https:\/\/github.com\/reproio\/lab_sample_pipelines\" rel=\"noreferrer noopener\" target=\"_blank\">reproio\/lab_sample_pipelines<\/a>&nbsp;\u3092\u60f3\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u6b21\u306e\u51e6\u7406\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304b\u3089\u6210\u308a\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ETL<\/li>\n\n\n\n<li>\u524d\u51e6\u7406<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u8a13\u7df4<\/li>\n\n\n\n<li>\u8a55\u4fa1<\/li>\n<\/ul>\n\n\n\n<p id=\"15e1\">\u305d\u308c\u305e\u308c\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u3067\u3042\u308a\u3001Python \u3067\u66f8\u304b\u308c\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u305d\u308c\u305e\u308c\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u5225\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u51fa\u529b\u3092\u5165\u529b\u3068\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u8a13\u7df4\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u524d\u51e6\u7406\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u51fa\u529b\u3092\u5165\u529b\u3068\u3068\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"619f\">\u4eca\u56de\u306f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u81ea\u4f53\u306e\u5b9f\u88c5\u306b\u306f\u7acb\u3061\u5165\u308a\u307e\u305b\u3093\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u5b9f\u88c5\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f<a href=\"https:\/\/tech.repro.io\/entry\/2021\/06\/22\/125113\" rel=\"noreferrer noopener\" target=\"_blank\">\u5225\u8a18\u4e8b<\/a>\u3092\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"842d\">\u30c6\u30b9\u30c8\u306e\u5168\u4f53\u50cf<\/h2>\n\n\n\n<p id=\"28fb\">\u4ee5\u964d\u3067\u306f\u307e\u305a\u3001\u63a1\u7528\u3059\u308b\u30c6\u30b9\u30c8\u306e\u7c92\u5ea6\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u305d\u308c\u3089\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u305f\u3081\u306b\u63a1\u7528\u3059\u308b\u30c6\u30b9\u30c8\u306e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"a4f2\">\u30c6\u30b9\u30c8\u306e\u7c92\u5ea6<\/h2>\n\n\n\n<p id=\"7c44\">\u4eca\u56de\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u30b3\u30f3\u30c6\u30ca\u3067\u8d77\u52d5\u3059\u308b Python \u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308b\u305f\u3081\u3001\u901a\u5e38\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u7528\u3044\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c6\u30b9\u30c8\u3092\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002\u6b21\u306e\u7c92\u5ea6\u3067\u30c6\u30b9\u30c8\u3092\u691c\u8a0e\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5358\u4f53\u30c6\u30b9\u30c8<\/li>\n\n\n\n<li>\u7d50\u5408\u30c6\u30b9\u30c8 (\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5358\u4f4d\u3067\u306e\u30c6\u30b9\u30c8)<\/li>\n\n\n\n<li>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30c6\u30b9\u30c8<\/li>\n<\/ul>\n\n\n\n<p id=\"77ac\">\u307e\u305f\u3001\u4e0a\u8a18\u306b\u52a0\u3048\u3066\u672c\u756a\u74b0\u5883\u3067\u306e\u30c6\u30b9\u30c8\u3082\u691c\u8a0e\u3057\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306f\u4e00\u822c\u7684\u306b\u8a55\u4fa1\u7528\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u30c6\u30b9\u30c8\u3055\u308c\u307e\u3059\u304c\u3001\u672c\u756a\u74b0\u5883\u3067\u7528\u3044\u3089\u308c\u308b\u30c7\u30fc\u30bf\u3092\u3042\u3089\u304b\u3058\u3081\u8a55\u4fa1\u7528\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306b\u3059\u3079\u3066\u542b\u3081\u308b\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"29d6\">\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3082\u3068\u306b\u518d\u5b66\u7fd2\u3092\u884c\u3046\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u30b7\u30b9\u30c6\u30e0\u306e\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30eb\u30fc\u30d7\u306b\u3088\u308a\u30b7\u30b9\u30c6\u30e0\u304c\u671b\u307e\u3057\u304f\u306a\u3044\u3075\u308b\u307e\u3044\u3092\u3059\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u3092\u884c\u3046\u5834\u5408\u306b\u306f\u30d5\u30a3\u30eb\u30bf\u30fc\u30d0\u30d6\u30eb\u3068\u3057\u3066\u3088\u304f\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u73fe\u8c61\u306e\u30c6\u30b9\u30c8\u3092\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3060\u3051\u304b\u3089\u884c\u3046\u3053\u3068\u306f\u975e\u5e38\u306b\u56f0\u96e3\u3067\u3042\u308a\u3001\u672c\u756a\u74b0\u5883\u3067\u306e\u30c6\u30b9\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"9282\">\u672c\u756a\u74b0\u5883\u3067\u306e\u30c6\u30b9\u30c8\u3067\u306f\u6b21\u306e 3 \u3064\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ab\u30ca\u30ea\u30a2\u30ea\u30ea\u30fc\u30b9\u306b\u4ee3\u8868\u3055\u308c\u308b\u6bb5\u968e\u7684\u306a\u30ea\u30ea\u30fc\u30b9\u306b\u3088\u308b\u30c6\u30b9\u30c8<\/li>\n\n\n\n<li>A\/B \u30c6\u30b9\u30c8\u306b\u4ee3\u8868\u3055\u308c\u308b\u30d3\u30b8\u30cd\u30b9\u6307\u6a19\u3078\u306e\u5f71\u97ff\u306e\u30c6\u30b9\u30c8<\/li>\n\n\n\n<li>\u76e3\u8996\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u3088\u308b\u7d99\u7d9a\u7684\u306a\u54c1\u8cea\u306e\u30c6\u30b9\u30c8<\/li>\n<\/ul>\n\n\n\n<p id=\"f908\">\u4e0a\u8a18\u306e\u3088\u3046\u306a\u300c\u54c1\u8cea\u4fdd\u8a3c\u306e\u53d6\u308a\u7d44\u307f\u3092\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5f8c\u308d\u306e\u65b9\u306b\u5e83\u3052\u3066\u3044\u304f\u53d6\u308a\u7d44\u307f\u300d\u3092\u30b7\u30d5\u30c8\u30e9\u30a4\u30c8\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"e58b\">\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u3092\u8003\u616e\u3059\u308b\u4e0a\u3067\u306f\u3001\u672c\u756a\u74b0\u5883\u3067\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3055\u308c\u308b\u672a\u77e5\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u632f\u308b\u821e\u3044\u306e\u8003\u616e\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u30b7\u30d5\u30c8\u30e9\u30a4\u30c8\u306e\u8003\u3048\u65b9\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001\u30c6\u30b9\u30c8\u306e\u7bc4\u7587\u3092\u672c\u756a\u74b0\u5883\u307e\u3067\u5e83\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"a291\">\u30c6\u30b9\u30c8\u306e\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p id=\"314a\">\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u3092\u6574\u7406\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3088\u304f\u7528\u3044\u3089\u308c\u308b\u306e\u306f\u6b21\u306e\u3088\u3046\u306a\u30c6\u30b9\u30c8\u30d4\u30e9\u30df\u30c3\u30c9\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1261\" height=\"1001\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-20.png\" alt=\"\" class=\"wp-image-1080\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-20.png 1261w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-20-300x238.png 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-20-1024x813.png 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-20-768x610.png 768w\" sizes=\"(max-width: 1261px) 100vw, 1261px\" \/><figcaption class=\"wp-element-caption\">A Practical Guide to Testing DevOps Japanese Edition p.129 \u3092\u53c2\u8003\u306b\u5f0a\u793e\u3067\u4f5c\u6210\u3057\u305f\u30c6\u30b9\u30c8\u30d4\u30e9\u30df\u30c3\u30c9<\/figcaption><\/figure>\n\n\n\n<p id=\"bb9c\">\u4e0a\u8a18\u306e\u56f3\u3067\u306f\u672c\u756a\u74b0\u5883\u3067\u306e\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u8003\u616e\u3067\u304d\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u62e1\u5f35\u304c\u5fc5\u8981\u3067\u3059\u3002\u5358\u7d14\u306b\u672c\u756a\u74b0\u5883\u306e\u30c6\u30b9\u30c8\u3092\u8ffd\u52a0\u3059\u308b\u3068\u6b21\u306e\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"975\" height=\"1005\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-21.png\" alt=\"\" class=\"wp-image-1081\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-21.png 975w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-21-291x300.png 291w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-21-768x792.png 768w\" sizes=\"(max-width: 975px) 100vw, 975px\" \/><figcaption class=\"wp-element-caption\">A Practical Guide to Testing DevOps Japanese Edition p.140 \u3092\u53c2\u8003\u306b\u5f0a\u793e\u3067\u4f5c\u6210\u3057\u305f DevOps \u306e\u7802\u6642\u8a08<\/figcaption><\/figure>\n\n\n\n<p id=\"d9b3\">\u3053\u306e\u56f3\u306f\u7c21\u6f54\u306a\u306e\u3067\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3067\u624b\u66f8\u304d\u3057\u3001\u8b70\u8ad6\u3092\u63a8\u9032\u3059\u308b\u76ee\u7684\u3067\u306f\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u3092\u66f8\u304d\u8868\u3059\u306b\u306f\u3044\u3055\u3055\u304b\u4e0d\u5341\u5206\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"7088\">\u3053\u306e\u56f3\u304b\u3089\u306f\u300c\u3042\u308b\u6a5f\u80fd\u306b\u3064\u3044\u3066\u7db2\u7f85\u7684\u306b\u5358\u4f53\u30c6\u30b9\u30c8\u304c\u884c\u308f\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u4e00\u90e8\u306b\u5bfe\u3057\u3066\u7d50\u5408\u30c6\u30b9\u30c8\u3092\u884c\u3046\u300d\u3068\u3044\u3046\u5370\u8c61\u3092\u53d7\u3051\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u3067\u306f\u5fc5\u305a\u3057\u3082\u305d\u308c\u306f\u6b63\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u3068\u3048\u3070\u300c\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u300d\u306e\u305f\u3081\u306b\u306f\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u304c\u305d\u306e\u524d\u306b\u304b\u306a\u3089\u305a\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3001\u53b3\u5bc6\u306b\u5358\u4f53\u30c6\u30b9\u30c8\u306b\u9084\u5143\u3059\u308b\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"f9a2\">\u3053\u306e\u3088\u3046\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u3067\u306f\u3001\u7570\u306a\u308b\u30ec\u30a4\u30e4\u30fc\u3067\u7570\u306a\u308b\u7bc4\u56f2\u306e\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u6b21\u306e\u30d0\u30b0\u30d5\u30a3\u30eb\u30bf\u30fc\u306e\u56f3\u306f\u305d\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3092\u8868\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"900\" height=\"1200\" src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-22.png\" alt=\"\" class=\"wp-image-1082\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-22.png 900w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-22-225x300.png 225w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-22-768x1024.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><figcaption class=\"wp-element-caption\">A Practical Guide to Testing DevOps Japanese Edition p.136 \u3092\u53c2\u8003\u306b\u5f0a\u793e\u3067\u4f5c\u6210\u3057\u305f\u30d0\u30b0\u30d5\u30a3\u30eb\u30bf\u30fc<\/figcaption><\/figure>\n\n\n\n<p id=\"5561\">\u3053\u306e\u56f3\u3067\u306f\u4e0a\u304b\u3089\u964d\u3063\u3066\u304f\u308b\u3055\u307e\u3056\u307e\u306a\u5927\u304d\u3055\u306e\u30d0\u30b0\u3092\u3001\u7a4d\u307f\u91cd\u306d\u3089\u308c\u305f\u30d5\u30a3\u30eb\u30bf\u30fc\u3067\u88dc\u8db3\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"3b11\">\u7a4d\u307f\u91cd\u306d\u3089\u308c\u305f 6 \u3064\u306e\u7bb1\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u3067\u884c\u308f\u308c\u308b\u3055\u307e\u3056\u307e\u306a\u30c6\u30b9\u30c8\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u4e0a\u304b\u3089\u4e0b\u306b\u9032\u3080\u306b\u5f93\u3063\u3066\u672c\u756a\u74b0\u5883\u306b\u8fd1\u3065\u3044\u3066\u3044\u304d\u3001\u4e0b\u4e09\u6bb5\u306f\u672c\u756a\u74b0\u5883\u306e\u30a2\u30e9\u30fc\u30c8\u691c\u77e5\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30ed\u30ae\u30f3\u30b0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"1389\">\u7bb1\u306b\u5099\u3048\u4ed8\u3051\u3089\u308c\u305f\u30e1\u30c3\u30b7\u30e5\u306e\u7d30\u304b\u3055\u306f\u305d\u306e\u30ec\u30a4\u30e4\u30fc\u3067\u691c\u77e5\u3067\u304d\u308b\u30d0\u30b0\u306e\u7d30\u304b\u3055\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u306f\u30b3\u30fc\u30c9\u306e\u7d30\u304b\u306a\u30d0\u30b0\u3092\u691c\u77e5\u3067\u304d\u307e\u3059\u304c\u3001\u30a2\u30e9\u30fc\u30c8\u3067\u306f\u305d\u308c\u3088\u308a\u3082\u5927\u304d\u306a\u30d0\u30b0\u306e\u307f\u304c\u691c\u77e5\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"a85d\">\u305d\u308c\u305e\u308c\u306e\u7bb1\u306e\u5927\u304d\u3055\u306f\u3001\u305d\u306e\u30ec\u30a4\u30e4\u30fc\u3067\u691c\u77e5\u3067\u304d\u308b\u30d0\u30b0\u306e\u7bc4\u56f2\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u4e0a\u8a18\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u306f\u4e0a\u306e\u30ec\u30a4\u30e4\u30fc\u3067\u306f\u30c6\u30b9\u30c8\u3055\u308c\u305a\u306b\u3001\u3042\u308b\u30ec\u30a4\u30e4\u30fc\u3067\u6025\u306b\u30c6\u30b9\u30c8\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"03e8\">\u3053\u306e\u3088\u3046\u306a\u30d0\u30b0\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u7528\u3044\u3066\u30c6\u30b9\u30c8\u6226\u7565\u3092\u7acb\u6848\u3059\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30c6\u30b9\u30c8\u3068\u3044\u3046\u8907\u96d1\u306a\u554f\u984c\u306b\u3088\u308a\u826f\u304f\u53d6\u308a\u7d44\u3081\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"e02e\">\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5358\u4f53\u30c6\u30b9\u30c8<\/h2>\n\n\n\n<p id=\"3464\">\u4ee5\u964d\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5358\u4f53\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3054\u3068\u306b\u5358\u4f53\u30c6\u30b9\u30c8\u3067\u5b9f\u65bd\u3059\u3079\u304d\u30c6\u30b9\u30c8\u3092\u691c\u8a0e\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"e61a\">\u6a5f\u68b0\u5b66\u7fd2\u306b\u9650\u3089\u305a\u3001\u30c6\u30b9\u30c8\u306e\u691c\u8a0e\u306e\u969b\u306b\u3057\u3070\u3057\u3070\u554f\u984c\u306b\u306a\u308b\u306e\u304c\u300c\u3069\u3053\u307e\u3067\u304c\u5358\u4f53\u30c6\u30b9\u30c8\u3067\u3069\u3053\u304b\u3089\u304c\u7d50\u5408\u30c6\u30b9\u30c8\u306a\u306e\u304b\u300d\u3068\u3044\u3046\u5b9a\u7fa9\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"4e63\">\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u3092\u6271\u3046\u5834\u5408\u3001\u53b3\u5bc6\u306b\u306f\u5358\u4f53\u30c6\u30b9\u30c8\u306e\u7bc4\u7587\u3092\u8d85\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6df7\u4e71\u3092\u907f\u3051\u308b\u305f\u3081\u3001\u5358\u4f53\u30c6\u30b9\u30c8\u3067\u306f\u30b3\u30fc\u30c9\u306e\u307f\u3092\u30c6\u30b9\u30c8\u5bfe\u8c61\u3068\u3057\u3001\u30c7\u30fc\u30bf\u306f\u30c6\u30b9\u30c8\u5bfe\u8c61\u5916\u3068\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u4ee5\u964d\u3067\u306f\u300c\u30c6\u30b9\u30c8\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306f\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u4e2d\u3067\u751f\u6210\u3059\u308b\u304b\u3001\u6570\u500b\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u7528\u3044\u308b\u300d\u3068\u3044\u3046\u524d\u63d0\u3092\u304a\u3044\u3066\u8003\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"07e4\">\u3053\u306e\u7c92\u5ea6\u3067\u306e\u30c6\u30b9\u30c8\u306f\u3001\u3053\u306e\u7c92\u5ea6\u3067\u306e\u30c6\u30b9\u30c8\u306f\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3051\u308b\u30c6\u30b9\u30c8\u624b\u6cd5\u304c\u304b\u306a\u308a\u6d41\u7528\u3067\u304d\u307e\u3059\u3002\u4ee5\u964d\u3067\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1a3e\">ETL \u51e6\u7406\u306e\u5358\u4f53\u30c6\u30b9\u30c8<\/h2>\n\n\n\n<p id=\"3e96\">ETL \u51e6\u7406\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5358\u4f53\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002\u30c1\u30a7\u30c3\u30af\u3059\u308b\u9805\u76ee\u3068\u3057\u3066\u306f\u6b21\u306e\u3082\u306e\u304c\u8003\u3048\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u6b63\u5e38\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u5834\u5408\u3001\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u306e\u30ab\u30e9\u30e0\u540d\u304c\u6b63\u3057\u3044<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u6b63\u5e38\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u5834\u5408\u3001\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u306e\u578b (shape \u3084\u30c7\u30fc\u30bf\u578b) \u304c\u6b63\u3057\u3044<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u6b63\u5e38\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u5834\u5408\u3001\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u306e\u4ef6\u6570\u304c\u6b63\u3057\u3044<\/li>\n<\/ul>\n\n\n\n<p id=\"8315\">\u4e0a\u8a18\u306e\u30c6\u30b9\u30c8\u306f\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3067\u884c\u3046\u30c6\u30b9\u30c8\u3068\u305d\u3046\u5909\u308f\u3089\u306a\u3044\u3067\u3057\u3087\u3046\u3002\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u304a\u3044\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u76f4\u63a5\u6271\u308f\u306a\u3044\u90e8\u5206\u3082\u304b\u306a\u308a\u306e\u5272\u5408\u3067\u5b58\u5728\u3057\u307e\u3059\u3002\u5b9f\u969b\u3001\u4eca\u56de\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u3046\u3061\u534a\u5206\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u76f4\u63a5\u6271\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p id=\"5db5\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u6271\u3063\u3066\u3044\u306a\u3044\u90e8\u5206\u306b\u3064\u3044\u3066\u306f\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3067\u884c\u3046\u30c6\u30b9\u30c8\u306e\u624b\u6cd5\u3092\u3092\u9069\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30c6\u30b9\u30c8\u3092\u5b66\u3076\u3053\u3068\u3067\u3001\u666e\u6bb5\u306e\u696d\u52d9\u306b\u6d3b\u304b\u305b\u308b\u77e5\u8b58\u3084\u6280\u8853\u3092\u5f97\u3089\u308c\u308b\u3068\u3082\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"8850\">\u4ee5\u964d\u3067\u306f\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3067\u884c\u3046\u3088\u3046\u306a\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u306f\u5272\u611b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"fa47\">\u524d\u51e6\u7406\u306e\u5358\u4f53\u30c6\u30b9\u30c8<\/h2>\n\n\n\n<p id=\"05ac\">\u6b21\u306b\u3001\u524d\u51e6\u7406\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5358\u4f53\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002\u4eca\u56de\u30b5\u30f3\u30d7\u30eb\u3068\u3057\u3066\u7528\u3044\u3066\u3044\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u306f\u524d\u51e6\u7406\u3067\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3059\u308b\u306e\u3068\u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u7528\u3068\u8a55\u4fa1\u7528\u306b\u5206\u5272\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u305d\u306e\u4e21\u65b9\u306e\u51e6\u7406\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"ab21\">\u3053\u306e\u524d\u51e6\u7406\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u304a\u3044\u3066\u3082\u5927\u534a\u304c\u666e\u901a\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3067\u884c\u3046\u30c6\u30b9\u30c8\u306b\u540c\u3058\u3067\u3059\u304c\u3001\u30c7\u30fc\u30bf\u306e\u5206\u5272\u306b\u306f\u7279\u5225\u306e\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u4ee5\u964d\u3067\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"3433\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u8a13\u7df4\u7528\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u8a55\u4fa1\u7528\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u3001\u5358\u7d14\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u5206\u5272\u3059\u308b\u3060\u3051\u3067\u306f\u5341\u5206\u3067\u306a\u3044\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002\u8a13\u7df4\u7528\u306e\u30c7\u30fc\u30bf\u3068\u306f\u5225\u306b\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u306f\u3055\u307e\u3056\u307e\u306a\u672c\u3067\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u8ffd\u52a0\u3067\u3069\u306e\u3088\u3046\u306a\u8003\u616e\u304c\u5fc5\u8981\u306b\u306a\u308b\u306e\u304b\u3044\u304f\u3064\u304b\u306e\u30b1\u30fc\u30b9\u3067\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4f1e\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u5206\u5272<\/h3>\n\n\n\n<p id=\"8aa1\">\u7b2c\u4e00\u306b\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3044\u308b\u5834\u5408\u306f\u5206\u5272\u306b\u304a\u3044\u3066\u3082\u6642\u7cfb\u5217\u3092\u52a0\u5473\u3057\u305f\u8003\u616e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"f5b1\">\u5177\u4f53\u4f8b\u3068\u3057\u3066\u306f<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/blog.citadel.co.jp\/%E6%9C%AC%E7%95%AA%E7%92%B0%E5%A2%83%E3%81%A7%E3%81%AE%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E7%9B%A3%E8%A6%96%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6-1-2-573ee42a8985\">\u672c\u756a\u74b0\u5883\u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u76e3\u8996\u306b\u3064\u3044\u3066 (1\/3)<\/a>\u3067\u793a\u3057\u305f\u9700\u8981\u4e88\u6e2c\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u7279\u5b9a\u671f\u9593\u306e\u60c5\u5831\u304b\u3089\u672a\u6765\u306e\u60c5\u5831\u3092\u4e88\u6e2c\u3059\u308b\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u5834\u5408\u306b\u306f\u7279\u5225\u306a\u8003\u616e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"4942\">\u8a18\u4e8b\u4e2d\u3067\u306f 3 \u6708\u306e\u884c\u52d5\u5c65\u6b74\u3068 4 \u6708\u306e\u8cfc\u8cb7\u56de\u6570\u3092\u96c6\u8a08\u3057\u305f\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u3057\u30014 \u6708\u306e\u884c\u52d5\u5c65\u6b74\u3068 5 \u6708\u306e\u8cfc\u8cb7\u56de\u6570\u3092\u96c6\u8a08\u3057\u305f\u30c7\u30fc\u30bf\u3092\u8a55\u4fa1\u306b\u7528\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u30e2\u30c7\u30eb\u306e\u904b\u7528\u306b\u304a\u3044\u3066\u306f\u672a\u77e5\u306e\u671f\u9593\u306b\u5bfe\u3059\u308b\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u305f\u3044\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p id=\"d269\">\u3082\u3057\u30013 \u6708\u306e\u884c\u52d5\u5c65\u6b74\u3068 4 \u6708\u306e\u8cfc\u8cb7\u56de\u6570\u3092\u96c6\u8a08\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5358\u7d14\u306b\u30e9\u30f3\u30c0\u30e0\u306b\u5206\u5272\u3057\u3066\u8a13\u7df4\u7528\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u3068\u3001\u3069\u3061\u3089\u3082\u540c\u3058\u671f\u9593\u306e\u30c7\u30fc\u30bf\u3067\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3053\u306e\u7d50\u679c\u3001\u4f8b\u3048\u3070 3\/2 \u306e\u30c7\u30fc\u30bf\u304c\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u304c\u542b\u307e\u308c\u30013\/3 \u306e\u30c7\u30fc\u30bf\u304c\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u3001\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u306f\u904e\u5270\u306b\u6709\u5229\u306a\u72b6\u6cc1\u8a2d\u5b9a\u3068\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"43ea\">\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u5206\u5272\u3092\u884c\u3046\u5834\u5408\u3001\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3068\u691c\u8a3c\u7528\u30c7\u30fc\u30bf\u3067\u306f\u671f\u9593\u304c\u91cd\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u30ed\u30b8\u30c3\u30af\u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u304b\u30c6\u30b9\u30c8\u3059\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"a02e\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u8a13\u7df4\u7528\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306e\u5206\u5272\u30df\u30b9\u306f\u5358\u7d14\u3067\u3059\u304c\u3001\u4e8b\u4f8b\u3068\u3057\u3066\u679a\u6319\u306b\u6687\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u306e\u5206\u5272\u306b\u304a\u3044\u3066\u307e\u305a\u6ce8\u610f\u3059\u3079\u304d\u70b9\u306e\u3072\u3068\u3064\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3dbc\">\u6975\u7aef\u306b\u504f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u5206\u5272<\/h3>\n\n\n\n<p id=\"ad8f\">\u4ed6\u306b\u3082\u3001\u5206\u985e\u554f\u984c\u306b\u304a\u3044\u3066\u6975\u7aef\u306b\u4e88\u6e2c\u5bfe\u8c61\u304c\u504f\u3063\u3066\u3044\u308b\u5834\u5408\u306b\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u524d\u8ff0\u306e\u9700\u8981\u4e88\u6e2c\u30bf\u30b9\u30af\u3067\u306f\u30a2\u30a4\u30c6\u30e0\u3092\u8cfc\u5165\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u304c\u30b5\u30fc\u30d3\u30b9\u5229\u7528\u8005\u5168\u4f53\u306e\u3054\u304f\u4e00\u90e8\u3068\u3044\u3063\u305f\u5834\u5408\u304c\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"7618\">\u3053\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u5206\u5272\u3067\u306f\u8a13\u7df4\u7528\u30c7\u30fc\u30bf\u3084\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3067\u8cfc\u5165\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u5272\u5408\u304c\u3055\u3089\u306b\u504f\u3063\u3066\u3057\u307e\u3044\u3001\u3046\u307e\u304f\u8a55\u4fa1\u3067\u304d\u306a\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u30e9\u30f3\u30c0\u30e0\u306a\u5206\u5272\u306b\u4efb\u305b\u305f\u5834\u5408\u3067\u306f\u3001\u6975\u7aef\u306a\u5834\u5408\u3001\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306b\u8cfc\u5165\u3057\u305f\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf\u304c 1 \u4ef6\u3082\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3082\u767a\u751f\u3057\u3046\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"099b\">\u3082\u3057\u3001\u3042\u3089\u304b\u3058\u3081\u4e88\u6e2c\u5bfe\u8c61\u306e\u5206\u5e03\u304c\u6975\u7aef\u306b\u504f\u3063\u3066\u3044\u308b\u3068\u308f\u304b\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf\u306e\u5206\u5272\u524d\u5f8c\u3067\u5272\u5408\u304c\u4fdd\u305f\u308c\u308b\u3088\u3046\u306b\u8abf\u6574\u3055\u308c\u308b\u3088\u3046\u306b\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u30c6\u30b9\u30c8\u3059\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"436e\">\u3053\u3053\u307e\u3067\u306b\u8ff0\u3079\u3066\u304d\u305f\u30c7\u30fc\u30bf\u306e\u5206\u5272\u306b\u304a\u3051\u308b\u30df\u30b9\u306f\u5b9f\u884c\u6642\u306e\u30a8\u30e9\u30fc\u3092\u5f15\u304d\u8d77\u3053\u3057\u306b\u304f\u304f\u3001\u6c17\u304c\u4ed8\u304d\u306b\u304f\u3044\u30d0\u30b0\u3068\u306a\u308a\u307e\u3059\u3002\u4e00\u53e3\u306b\u30c7\u30fc\u30bf\u306e\u5206\u5272\u3068\u3044\u3063\u3066\u3082\u3055\u307e\u3056\u307e\u306a\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002scikit-learn \u306e&nbsp;<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/cross_validation.html\" rel=\"noreferrer noopener\" target=\"_blank\">cross validation \u306b\u95a2\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u304c\u8a73\u3057\u3044\u306e\u3067\u3001\u5b9f\u88c5\u524d\u306b\u4e00\u5ea6\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1854\">\u30c7\u30fc\u30bf\u306e\u5206\u5272\u306b\u5931\u6557\u3057\u305f\u4e8b\u4f8b<\/h3>\n\n\n\n<p id=\"811e\">\u6b63\u3057\u3044\u30c7\u30fc\u30bf\u306e\u5206\u5272\u65b9\u6cd5\u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u65b9\u6cd5\u306b\u4f9d\u5b58\u3057\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002\u3082\u3057\u3001\u4ed5\u69d8\u3092\u7b56\u5b9a\u3059\u308b\u6bb5\u968e\u3067\u8aa4\u3063\u305f\u5206\u5272\u65b9\u6cd5\u3092\u9078\u629e\u3057\u3066\u3057\u307e\u3063\u305f\u5834\u5408\u306b\u306f\u4ed5\u69d8\u30d0\u30b0\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"3e25\">\u30c7\u30fc\u30bf\u306e\u5206\u5272\u306b\u95a2\u3059\u308b\u4ed5\u69d8\u30d0\u30b0\u306f\u5358\u4f53\u30c6\u30b9\u30c8\u3060\u3051\u3067\u306f\u691c\u77e5\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306a\u305f\u3081\u3001\u3053\u306e\u8a18\u4e8b\u306e\u7bc4\u7587\u3092\u8d85\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u304c\u3001\u524d\u8ff0\u3057\u305f\u3068\u304a\u308a\u679a\u6319\u306b\u3044\u3068\u307e\u304c\u306a\u3044\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3044\u304f\u3064\u304b\u306e\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"8f34\">\u6700\u521d\u306e\u4e8b\u4f8b\u306f\u533b\u7642\u7528\u753b\u50cf\u306e\u4e8b\u4f8b\u3067\u3059\u3002X \u7dda\u753b\u50cf\u304b\u3089\u80ba\u708e\u306e\u691c\u51fa\u3092\u884c\u3046\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u5c02\u9580\u5bb6\u3092\u8d85\u3048\u308b\u7cbe\u5ea6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u306b\u6210\u529f\u3057\u305f\u3068\u3044\u3046\u8ad6\u6587\u304c\u51fa\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u306f\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u306b\u30df\u30b9\u304c\u3042\u308a\u3001\u6b63\u3057\u304f\u8a55\u4fa1\u3067\u304d\u3066\u3044\u306a\u304b\u3063\u305f\u3053\u3068\u304c\u5f8c\u306b\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"d291\">\u4f7f\u308f\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u540c\u3058\u60a3\u8005\u304b\u3089\u64ae\u5f71\u3055\u308c\u305f\u753b\u50cf\u304c\u8907\u6570\u679a\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u5272\u308a\u632f\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u305f\u3081\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u540c\u3058\u60a3\u8005\u306e\u753b\u50cf\u304c\u542b\u307e\u308c\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"86d2\">\u3053\u306e\u7d50\u679c\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u985e\u4f3c\u3057\u305f\u30c7\u30fc\u30bf\u3067\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u904e\u5270\u306b\u9ad8\u304f\u8a55\u4fa1\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"28c6\">\u3053\u306e\u4e8b\u4f8b\u306f\u6df1\u5c64\u5b66\u7fd2\u306e\u30ea\u30fc\u30c0\u30fc\u3067\u3042\u308b Andrew Ng \u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002\u73fe\u5728\u3082<a href=\"https:\/\/twitter.com\/AndrewYNg\/status\/931026446717296640\" rel=\"noreferrer noopener\" target=\"_blank\">\u305d\u306e\u767a\u8a00\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059<\/a>\u3002\u6b63\u3057\u304f\u30c7\u30fc\u30bf\u3092\u5206\u5272\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3042\u308a\u3001\u5c02\u9580\u5bb6\u3067\u3042\u3063\u3066\u3082\u9593\u9055\u3048\u3066\u3057\u307e\u3046\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u3088\u304f\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"ed0c\">\u6b21\u306e\u4e8b\u4f8b\u306f\u753b\u50cf\u8a8d\u8b58\u30b3\u30f3\u30da\u306b\u304a\u3051\u308b\u4e0d\u5099\u3067\u3059\u3002SIGNATE \u3067\u884c\u308f\u308c\u305f<a href=\"https:\/\/signate.jp\/competitions\/431\" rel=\"noreferrer noopener\" target=\"_blank\">\u3072\u308d\u3057\u307eQuest2020\uff1a\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u30ec\u30e2\u30f3\u306e\u5916\u89b3\u5206\u985e<\/a>\u3067\u306f\u5f53\u521d\u3001\u3072\u3068\u3064\u306e\u30ec\u30e2\u30f3\u3092\u8907\u6570\u56de\u64ae\u5f71\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u304a\u308a\u3001\u540c\u3058\u30ec\u30e2\u30f3\u306e\u753b\u50cf\u304c\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"e3d3\">\u3053\u306e\u30b3\u30f3\u30da\u306b\u306f\u307b\u304b\u306b\u3082\u8907\u6570\u306e\u554f\u984c\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u308a\u76f4\u3057\u30b3\u30f3\u30da\u304c\u4ed5\u5207\u308a\u76f4\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p id=\"79ed\">\u6700\u5f8c\u306e\u4e8b\u4f8b\u306f\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u5206\u5272\u3057\u305f\u4f8b\u3067\u3059\u3002\u4eac\u90fd\u5927\u5b66\u306e\u7814\u7a76\u3067\u3001<a href=\"https:\/\/www.kyoto-u.ac.jp\/ja\/research-news\/2019-04-26\" rel=\"noreferrer noopener\" target=\"_blank\">\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u6c17\u5019\u5909\u52d5\u3092\u4e88\u6e2c\u3059\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u305f<\/a>\u3068\u3044\u3046\u767a\u8868\u304c\u306a\u3055\u308c\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<a href=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/frobt.2019.00032\/full\" rel=\"noreferrer noopener\" target=\"_blank\">\u8ad6\u6587<\/a>\u3067\u306f\u8a55\u4fa1\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u30e9\u30f3\u30c0\u30e0\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u5272\u3057\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u305f\u3068\u8ff0\u3079\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"fc02\">\u3053\u306e\u65b9\u6cd5\u3067\u306f\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u540c\u3058\u6642\u671f\u306e\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u3084\u306f\u308a\u4f3c\u305f\u30c7\u30fc\u30bf\u3067\u8a13\u7df4\u3068\u8a55\u4fa1\u3092\u884c\u3046\u3053\u3068\u306b\u306a\u308a\u3001\u9069\u5207\u306a\u8a55\u4fa1\u65b9\u6cd5\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002\u5b9f\u969b\u3001\u8ffd\u8a66\u3092\u8a66\u307f\u305f\u3068\u3053\u308d\u540c\u3058\u3088\u3046\u306a\u6027\u80fd\u3092\u51fa\u3059\u3053\u3068\u306f\u3067\u304d\u306a\u304b\u3063\u305f\u3068\u3044\u3046<a href=\"https:\/\/qiita.com\/takedarts\/items\/e4dffa6f1946361d2098\" rel=\"noreferrer noopener\" target=\"_blank\">\u30d6\u30ed\u30b0\u8a18\u4e8b<\/a>\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"d4e7\">\u3053\u306e\u3088\u3046\u306a\u8a13\u7df4\u7528\u30fb\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306e\u5206\u5272\u306b\u3064\u3044\u3066\u306f\u3001\u73fe\u72b6\u3001\u4eba\u9593\u304c\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3084\u904e\u53bb\u306e\u7d4c\u9a13\u304b\u3089\u6b63\u3057\u3055\u3092\u5224\u65ad\u3059\u308b\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u3002\u4e0a\u8a18\u306e\u3088\u3046\u306a\u4e8b\u4f8b\u304b\u3089\u5b66\u3073\u3001\u6b63\u3057\u3044\u30c7\u30fc\u30bf\u306e\u5206\u5272\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"a5f9\">\u8a13\u7df4\u51e6\u7406\u306e\u5358\u4f53\u30c6\u30b9\u30c8<\/h2>\n\n\n\n<p id=\"78b2\">\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5358\u4f53\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"0ec0\">\u307e\u305a\u6ce8\u610f\u3057\u3066\u304a\u304d\u305f\u3044\u306e\u306f\u3001\u5fc5\u305a\u3057\u3082\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u3059\u3079\u3066\u3092\u691c\u67fb\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u308f\u3051\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u3082\u3057\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u63d0\u4f9b\u3059\u308b\u65e2\u5b58\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u3046\u306e\u3067\u3042\u308c\u3070\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u81ea\u4f53\u306e\u30c6\u30b9\u30c8\u306f\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8cac\u52d9\u3068\u3057\u3066\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"0133\">\u5358\u4f53\u30c6\u30b9\u30c8\u3068\u3057\u3066\u306f\u6b21\u306e\u3088\u3046\u306a\u9805\u76ee\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u6e21\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u578b (shape \u3084\u30c7\u30fc\u30bf\u578b) \u304c\u6b63\u3057\u3044<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u30c0\u30df\u30fc\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3066\u8a13\u7df4\u3055\u305b\u305f\u3068\u304d\u3001\u8a13\u7df4\u524d\u5f8c\u3067\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u304c\u5909\u5316\u3057\u3066\u3044\u308b (\u4f8b: \u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3001\u5404\u30ec\u30a4\u30e4\u30fc\u306e\u91cd\u307f\u304c\u5909\u5316\u3057\u3066\u3044\u308b)<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u5358\u7d14\u306a\u30c0\u30df\u30fc\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3066\u8a13\u7df4\u3055\u305b\u305f\u3068\u304d\u3001\u5b66\u7fd2\u3055\u305b\u305f\u30c0\u30df\u30fc\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3059\u308b\u3068\u30c0\u30df\u30fc\u30c7\u30fc\u30bf\u306e\u30e9\u30d9\u30eb\u3068\u540c\u3058\u5024\u304c\u8fd4\u308b<\/li>\n\n\n\n<li>\u8a13\u7df4\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u60f3\u5b9a\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6e21\u3059\u3068\u6b63\u3057\u304f\u53d7\u3051\u4ed8\u3051\u308b (\u30a8\u30e9\u30fc\u3092\u5f15\u304d\u8d77\u3053\u3055\u306a\u3044)<\/li>\n\n\n\n<li>\u8a13\u7df4\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u60f3\u5b9a\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u305f\u3068\u304d\u3001\u5e30\u3063\u3066\u304f\u308b\u30c7\u30fc\u30bf\u306e\u578b\u304c\u6b63\u3057\u3044<\/li>\n\n\n\n<li>(\u640d\u5931\u95a2\u6570\u3092\u81ea\u5206\u3067\u5b9f\u88c5\u3057\u305f\u5834\u5408) \u5b9f\u88c5\u3057\u305f\u640d\u5931\u95a2\u6570\u306b\u81ea\u660e\u306a\u5165\u529b\u3092\u4e0e\u3048\u305f\u3068\u304d\u306e\u51fa\u529b\u304c\u6b63\u3057\u3044 (\u4f8b: \u640d\u5931\u95a2\u6570\u306e\u5165\u529b\u306b\u540c\u3058\u5024\u3092\u5165\u529b\u3057\u305f\u5834\u5408\u306b 0 \u304c\u51fa\u529b\u3055\u308c\u308b)<\/li>\n\n\n\n<li>\u8a13\u7df4\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u3057\u305f\u3042\u3068\u3001\u305d\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p id=\"ba06\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u3001\u30a8\u30e9\u30fc\u304c\u3042\u3063\u305f\u3068\u3057\u3066\u3082\u5b66\u7fd2\u7528\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u52d5\u3044\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308b\u70b9\u306b\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"8c88\">\u305f\u3068\u3048\u3070\u3001\u640d\u5931\u95a2\u6570\u306e\u5b9f\u88c5\u306b\u30d0\u30b0\u304c\u3042\u308a\u3001100 \u3088\u308a\u5927\u304d\u306a\u5024\u3057\u304b\u8fd4\u3055\u306a\u304b\u3063\u305f\u3068\u3057\u3066\u3082\u52fe\u914d\u964d\u4e0b\u6cd5\u306f\u300c\u6b63\u3057\u304f\u300d\u52d5\u304d\u7d9a\u3051\u307e\u3059\u3002\u4e0a\u8a18\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3067\u306f\u3001\u8a13\u7df4\u51e6\u7406\u4e2d\u306b\u640d\u5931\u304c\u601d\u3046\u3088\u3046\u306b\u6e1b\u3089\u305a\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u542b\u3081\u3066\u3055\u307e\u3056\u307e\u306a\u7b87\u6240\u3092\u7591\u3046\u5fc5\u8981\u304c\u51fa\u3066\u3057\u307e\u3044\u30c7\u30d0\u30c3\u30b0\u304c\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"5972\">\u7d50\u679c\u3092\u624b\u3067\u8a08\u7b97\u3067\u304d\u308b\u5165\u529b\u3092\u4e0e\u3048\u3001\u7406\u8ad6\u901a\u308a\u306e\u7d50\u679c\u304c\u5e30\u3063\u3066\u304f\u308b\u304b\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"04ac\">\u6700\u5f8c\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u30c6\u30b9\u30c8\u30b3\u30fc\u30c9\u3092\u5b9f\u88c5\u3059\u308b\u5834\u5408\u3001\u8a13\u7df4\u3092\u5b9f\u884c\u3057\u305f\u7d50\u679c\u3092\u4fdd\u6301\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u70b9\u306b\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002\u3053\u306e\u5236\u7d04\u306b\u3088\u308a\u3001\u30c6\u30b9\u30c8\u3068\u30c6\u30b9\u30c8\u306e\u9593\u306b\u9806\u5e8f\u95a2\u4fc2\u3092\u751f\u307e\u308c\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002\u5358\u4f53\u30c6\u30b9\u30c8\u3092\u5206\u6563\u3057\u3066\u5b9f\u884c\u3057\u3066\u3044\u308b\u30b1\u30fc\u30b9\u3067\u306f\u3001<\/p>\n\n\n\n<p id=\"2b03\">\u3067\u304d\u308b\u3060\u3051\u305d\u306e\u3088\u3046\u306a\u8a18\u8ff0\u3092\u907f\u3051\u3064\u3064\u3082\u3001\u3042\u307e\u308a\u306b\u3082\u308f\u304b\u308a\u306b\u304f\u3044\u8a18\u8ff0\u3068\u306a\u3089\u306a\u3044\u3088\u3046\u6298\u308a\u5408\u3044\u3092\u3064\u3051\u3066\u3044\u304f\u5fc5\u8981\u304c\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"21f2\">\u8a55\u4fa1\u51e6\u7406\u306e\u5358\u4f53\u30c6\u30b9\u30c8<\/h2>\n\n\n\n<p id=\"f7dd\">\u6700\u5f8c\u306b\u3001\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5358\u4f53\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"6be8\">\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u3092\u884c\u3046\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u540c\u69d8\u306b\u3001\u8a55\u4fa1\u7528\u306e\u6307\u6a19\u306e\u8a08\u7b97\u3059\u3079\u3066\u306b\u3064\u3044\u3066\u30c6\u30b9\u30c8\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u63d0\u4f9b\u3059\u308b\u8a55\u4fa1\u7528\u306e\u95a2\u6570 (scikit-learn \u306e accuracy \u306a\u3069) \u306e\u30c6\u30b9\u30c8\u306f\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8cac\u52d9\u3068\u3067\u304d\u307e\u3059\u3002\u3082\u3057\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u58ca\u308c\u3066\u3044\u308b\u306e\u306a\u3089\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u76f4\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"48c4\">\u5358\u4f53\u30c6\u30b9\u30c8\u3068\u3057\u3066\u306f\u6b21\u306e\u3088\u3046\u306a\u9805\u76ee\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a13\u7df4\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001\u6b63\u3057\u304f\u8aad\u307f\u8fbc\u3081\u308b<\/li>\n\n\n\n<li>\u8a13\u7df4\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u60f3\u5b9a\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6e21\u3059\u3068\u6b63\u3057\u304f\u53d7\u3051\u4ed8\u3051\u308b (\u30a8\u30e9\u30fc\u3092\u5f15\u304d\u8d77\u3053\u3055\u306a\u3044)<\/li>\n\n\n\n<li>\u8a13\u7df4\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u60f3\u5b9a\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u305f\u3068\u304d\u3001\u5e30\u3063\u3066\u304f\u308b\u30c7\u30fc\u30bf\u306e\u578b\u304c\u6b63\u3057\u3044<\/li>\n\n\n\n<li>(\u8a55\u4fa1\u7528\u306e\u95a2\u6570\u3092\u81ea\u5206\u3067\u5b9f\u88c5\u3057\u305f\u5834\u5408) \u5b9f\u88c5\u3057\u305f\u8a55\u4fa1\u95a2\u6570\u306b\u81ea\u660e\u306a\u5165\u529b\u3092\u4e0e\u3048\u305f\u3068\u304d\u306e\u51fa\u529b\u304c\u6b63\u3057\u3044<\/li>\n<\/ul>\n\n\n\n<p id=\"654a\">\u5358\u4f53\u30c6\u30b9\u30c8\u3068\u306f\u5225\u306e\u8a71\u984c\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u63d0\u4f9b\u3059\u308b\u3082\u306e\u3067\u3042\u3063\u305f\u3068\u3057\u3066\u3082\u8a55\u4fa1\u95a2\u6570\u81ea\u4f53\u306e\u632f\u308b\u821e\u3044\u306f\u4e8b\u524d\u306b\u691c\u8a3c\u3057\u3066\u304a\u304f\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p id=\"20f1\">\u305f\u3068\u3048\u3070\u3001R2 \u30b9\u30b3\u30a2\u306f\u5e83\u304f\u7528\u3044\u3089\u308c\u308b\u6307\u6a19\u3067\u3059\u304c\u3001R2 \u30b9\u30b3\u30a2\u306b\u306f<a href=\"https:\/\/biolab.sakura.ne.jp\/r2.html\" rel=\"noreferrer noopener\" target=\"_blank\">\u3055\u307e\u3056\u307e\u306a\u5b9a\u7fa9<\/a>\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001scikit-learn \u3067\u63d0\u4f9b\u3055\u308c\u308b R2 \u30b9\u30b3\u30a2\u306f\u8ca0\u306e\u5024\u3092\u53d6\u308a\u3048\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u3082\u3057\u304b\u3059\u308b\u3068\u624b\u5143\u306e\u7d71\u8a08\u306e\u6559\u79d1\u66f8\u3067\u306f\u4e88\u671f\u3057\u306a\u3044\u632f\u308b\u821e\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u305d\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u8a08\u7b97\u3057\u3066\u3044\u308b\u6307\u6a19\u306e\u5b9a\u7fa9\u3084\u632f\u308b\u821e\u3044\u306f\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p id=\"bf82\">\u672c\u8a18\u4e8b\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u306e\u5168\u4f53\u50cf\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5358\u4f53\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002\u6b21\u56de\u306f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5358\u4f4d\u3067\u306e\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u30b7\u30ea\u30fc\u30ba\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30c6\u30b9\u30c8\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u3044\u304d\u307e\u3059\u3002\u5168 4 \u56de\u3092\u4e88\u5b9a\u3057\u3066\u3044\u308b\u3046\u3061\u306e\u4eca\u56de\u306f\u7b2c 2 \u56de\u76ee\u3067\u3059\u3002 \u7b2c 1 \u56de\u76ee\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u3068\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30c6\u30b9\u30c8\u3092\u6bd4\u8f03\u3057\u3001\u300c\u30c6\u30b9\u30c8\u9805\u76ee\u306e\u8a2d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1202,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-1079","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/posts\/1079","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/comments?post=1079"}],"version-history":[{"count":0,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/posts\/1079\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/media\/1202"}],"wp:attachment":[{"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/media?parent=1079"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/categories?post=1079"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/citadel-ai.com\/ja\/wp-json\/wp\/v2\/tags?post=1079"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}