{"id":1304,"date":"2022-01-14T01:52:00","date_gmt":"2022-01-13T16:52:00","guid":{"rendered":"https:\/\/citadel-ai.com\/?p=1304"},"modified":"2023-10-18T20:51:42","modified_gmt":"2023-10-18T11:51:42","slug":"monitoring-machine-learning-models-in-a-production-environment-1-3","status":"publish","type":"post","link":"https:\/\/citadel-ai.com\/ja\/blog\/2022\/01\/14\/monitoring-machine-learning-models-in-a-production-environment-1-3\/","title":{"rendered":"\u672c\u756a\u74b0\u5883\u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u76e3\u8996\u306b\u3064\u3044\u3066 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src=\"https:\/\/citadel-ai.com\/wp-content\/uploads\/2023\/10\/image-65-1024x255.png\" alt=\"\" class=\"wp-image-1322\" srcset=\"https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-65-1024x255.png 1024w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-65-300x75.png 300w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-65-768x192.png 768w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-65-1536x383.png 1536w, https:\/\/citadel-ai.com\/ja\/wp-content\/uploads\/sites\/1\/2023\/10\/image-65.png 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u7fcc\u6708\u306e\u8cfc\u5165\u56de\u6570\u3068 id \u5217\u4ee5\u5916\u306e\u30ab\u30e9\u30e0 (\u30ed\u30b0\u30a4\u30f3\u3001\u8ca9\u58f2\u54c1\u306e\u95b2\u89a7\u3001\u30ab\u30fc\u30c8\u8ffd\u52a0\u3001\u8cfc\u5165) \u306e\u9593\u306e\u95a2\u4fc2\u3092\u899a\u3048\u307e\u3059\u3002\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u306f3\u6708\u306e\u884c\u52d5\u5c65\u6b74\u30684\u6708\u306e\u8cfc\u8cb7\u56de\u6570\u3092\u7528\u3044\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u8a13\u7df4\u6e08\u307f\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u30014\u6708\u306e\u884c\u52d5\u5c65\u6b74\u304b\u30895\u6708\u306e\u8cfc\u5165\u56de\u6570\u306e\u4e88\u6e2c\u5024\u3092\u63a8\u8ad6\u3057\u307e\u3059\u3002\u63a8\u8ad6\u3057\u305f\u7fcc\u6708\u306e\u8cfc\u5165\u56de\u6570\u306b\u3064\u3044\u3066\u964d\u9806\u306b\u30bd\u30fc\u30c8\u3057\u305f\u3082\u306e\u3092\u898b\u8fbc\u307f\u5ba2\u30ea\u30b9\u30c8\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8a55\u4fa1\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c\u63a8\u8ad6\u3057\u305f5\u6708\u306e\u8cfc\u5165\u56de\u6570\u3068\u3001\u5b9f\u969b\u306e\u8cfc\u5165\u56de\u6570\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u7cbe\u5ea6\u6307\u6a19\u306b\u306f\u3001<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/model_evaluation.html#r2-score-the-coefficient-of-determination\" rel=\"noreferrer noopener\" target=\"_blank\">R2 score<\/a> \u306a\u3069\u306e\u5178\u578b\u7684\u306a\u6307\u6a19\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a55\u4fa1\u7d50\u679c<\/h3>\n\n\n\n<p>\u7cbe\u5ea6\u8a55\u4fa1\u306e\u7d50\u679c\u3001\u6e80\u8db3\u306e\u3044\u304f\u7cbe\u5ea6\u304c\u5f97\u3089\u308c\u305f\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u4ed6\u90e8\u7f72\u306b\u7d50\u679c\u3092\u7d39\u4ecb\u3057\u305f\u3068\u3053\u308d\u975e\u5e38\u306b\u8208\u5473\u3092\u6301\u305f\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f PoC \u3068\u3057\u3066 6 \u6708\u982d\u306b\u898b\u8fbc\u307f\u5ba2\u30ea\u30b9\u30c8\u306b\u57fa\u3065\u304f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u884c\u3044\u3001\u5b9f\u4e16\u754c\u3067\u306e\u52b9\u679c\u691c\u8a3c\u3092\u884c\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3 \u3059\u3079\u3066\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u30ed\u30b0\u30a4\u30f3\u56de\u6570\u304c0<\/h3>\n\n\n\n<p>\u3053\u3053\u304b\u3089\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u610f\u56f3\u3057\u306a\u3044\u52d5\u4f5c\u3092\u3057\u3066\u3057\u307e\u3063\u305f\u67b6\u7a7a\u306e\u4f8b\u306b\u3064\u3044\u3066\u3001\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3068\u3057\u3066\u8ff0\u3079\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u554f\u984c\u767a\u751f<\/h3>\n\n\n\n<p>7\u6708\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u7f72\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u805e\u3044\u3066\u307f\u308b\u3068\u30016\u6708\u982d\u306b\u884c\u3063\u305f\u898b\u8fbc\u307f\u5ba2\u30ea\u30b9\u30c8\u306b\u57fa\u3065\u304f\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306b\u3064\u3044\u3066\u3001\u610f\u56f3\u3057\u305f\u6210\u679c\u304c\u5f97\u3089\u308c\u3066\u3044\u306a\u3044\u3068\u306e\u3053\u3068\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u79c1\u305f\u3061\u306f\u6848\u4ef6\u306e\u62c5\u5f53\u8005\u3068\u3057\u3066\u3001\u539f\u56e0\u3092\u306a\u3093\u3068\u304b\u7a81\u304d\u6b62\u3081\u3001\u5831\u544a\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u767a\u751f\u3057\u305f\u4e8b\u8c61<\/h3>\n\n\n\n<p>EC \u30b5\u30a4\u30c8\u62c5\u5f53\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u529b\u3092\u501f\u308a\u3066\u30c7\u30fc\u30bf\u3084\u30ed\u30b0\u3092\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\u3001\u6b21\u306e\u4e8b\u5b9f\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>6\u6708\u306e\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u7d50\u679c\u306b\u3064\u3044\u3066\u3001\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u3066\u307f\u308b\u3068\u7570\u5e38\u306b\u60aa\u5316\u3057\u3066\u3044\u305f<\/li>\n\n\n\n<li>\u30b7\u30b9\u30c6\u30e0\u30ed\u30b0\u3092\u78ba\u8a8d\u3057\u3066\u307f\u305f\u3082\u306e\u306e\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u69d8\u5b50\u306f\u306a\u3044<\/li>\n\n\n\n<li>6\u6708\u306e\u6708\u521d\u306b\u53ce\u96c6\u3057\u305f5\u6708\u306e\u884c\u52d5\u5c65\u6b74\u3092\u898b\u3066\u307f\u308b\u3068\u3001\u307b\u307c\u5168\u3066\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u3064\u3044\u3066\u30ed\u30b0\u30a4\u30f3\u56de\u6570\u304c0\u306b\u306a\u3063\u3066\u3044\u305f<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u3053\u3068\u304b\u3089\u3001\u8a13\u7df4\u7528\u30c7\u30fc\u30bf\u3067\u7528\u3044\u305f 3 \u6708\u306e\u884c\u52d5\u5c65\u6b74\u3068 5 \u6708\u306e\u884c\u52d5\u5c65\u6b74\u306e\u30c7\u30fc\u30bf\u304c\u8457\u3057\u304f\u7570\u306a\u3063\u3066\u304a\u308a\u3001\u3053\u308c\u307e\u3067\u5b66\u7fd2\u3057\u305f\u3053\u3068\u306e\u306a\u3044\u30c7\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3057\u305f\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u8457\u3057\u304f\u4f4e\u4e0b\u3057\u305f\u3053\u3068\u304c\u76f4\u63a5\u7684\u306a\u539f\u56e0\u3060\u3068\u7d50\u8ad6\u3065\u3051\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u539f\u56e0\u3092\u6df1\u5800\u308a\u3059\u308b\u305f\u3081\u3001EC \u30b5\u30a4\u30c8\u306e\u958b\u767a\u3092\u884c\u3063\u3066\u3044\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u30d2\u30a2\u30ea\u30f3\u30b0\u3057\u305f\u3068\u3053\u308d\u3001\u30e2\u30d0\u30a4\u30eb\u7528\u3068\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u7528\u3067\u5225\u3005\u306b\u30ed\u30b0\u30a4\u30f3\u56de\u6570\u3092\u96c6\u8a08\u3059\u308b\u5909\u66f4\u304c5\u6708\u982d\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u3066\u3044\u305f\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u969b\u306b\u3001\u30b5\u30fc\u30d0\u30fc\u306b\u9001\u4fe1\u3055\u308c\u308b\u30a4\u30d9\u30f3\u30c8\u540d\u304c\u3001\u30e2\u30d0\u30a4\u30eb\u7528\u3068\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u7528\u3067\u305d\u308c\u305e\u308c\u5225\u306e\u540d\u524d (user_login_from_mobile, user_login_from_pc) \u306b\u5909\u66f4\u3055\u308c\u305f\u3053\u3068\u3082\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u30ed\u30b0\u30a4\u30f3\u56de\u6570\u304c0\u56de\u3068\u306a\u3063\u3066\u3057\u307e\u3063\u3066\u3044\u305f\u306e\u306f\u30016\u6708\u521d\u306e\u96c6\u8a08\u51e6\u7406\u3067\u5143\u306e\u30a4\u30d9\u30f3\u30c8\u540d (user_login) \u3092\u96c6\u8a08\u3057\u305f\u305f\u3081\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u539f\u56e0<\/h3>\n\n\n\n<p>\u4eca\u56de\u306e\u4e8b\u8c61\u306b\u306f\u3055\u307e\u3056\u307e\u306a\u539f\u56e0\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u6b21\u306e4\u3064\u304c\u539f\u56e0\u3068\u3057\u3066\u3042\u3052\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4ed6\u30c1\u30fc\u30e0\u306e\u884c\u3063\u305f\u5909\u66f4\u306b\u5bfe\u5fdc\u3067\u304d\u3066\u3044\u306a\u3044<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u6b20\u640d\u306b\u3064\u3044\u3066\u6c17\u304c\u3064\u3051\u3066\u3044\u306a\u3044<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u7570\u5e38\u306b\u6c17\u304c\u3064\u304f\u306e\u304c\u9045\u308c\u305f<\/li>\n\n\n\n<li>\u9069\u7528\u7bc4\u56f2\u3092\u6025\u62e1\u5927\u3057\u554f\u984c\u304c\u5927\u304d\u304f\u306a\u3063\u305f<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4ed6\u30c1\u30fc\u30e0\u306e\u884c\u3063\u305f\u5909\u66f4\u306b\u5bfe\u5fdc\u3067\u304d\u3066\u3044\u306a\u3044<\/h4>\n\n\n\n<p>\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u3067\u306f EC \u30b5\u30a4\u30c8\u306f\u5225\u306e\u30c1\u30fc\u30e0\u304c\u958b\u767a\u3092\u884c\u3063\u3066\u304a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u30c1\u30fc\u30e0\u3068\u306f\u5225\u306e\u30c1\u30fc\u30e0\u3067\u3057\u305f\u3002\u3053\u306e\u3088\u3046\u306a\u4f53\u5236\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u7684\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u51e6\u7406\u306f\u30b7\u30b9\u30c6\u30e0\u306e\u5e45\u5e83\u3044\u7bc4\u7587\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u672c\u756a\u30b5\u30fc\u30d3\u30b9\u3068\u306f\u72ec\u7acb\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u306b\u306a\u308a\u3084\u3059\u304f\u3001\u672c\u756a\u30b5\u30fc\u30d3\u30b9\u3067\u306e\u5909\u66f4\u306b\u8ffd\u968f\u3067\u304d\u306a\u3044\u3053\u3068\u3082\u8d77\u3053\u308a\u3048\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u305d\u308c\u305e\u308c\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u4f9d\u5b58\u95a2\u4fc2\u306e\u7ba1\u7406\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u5909\u66f4\u6642\u306e\u9023\u7d61\u4f53\u5236\u306e\u69cb\u7bc9\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u306e\u6b20\u640d\u306b\u3064\u3044\u3066\u6c17\u304c\u3064\u3051\u3066\u3044\u306a\u3044<\/h4>\n\n\n\n<p>\u4eca\u56de\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u5c65\u6b74\u3092\u96c6\u8a08\u3057\u3066\u5229\u7528\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u969b\u306b\u3001\u3082\u3057\u30ed\u30b0\u30a4\u30f3\u56de\u6570\u306e 0 \u306e\u51fa\u73fe\u5272\u5408\u304c 100% \u306b\u8fd1\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u691c\u77e5\u3067\u304d\u305f\u3089\u554f\u984c\u306f\u9632\u3052\u305f\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u578b\u306b\u3088\u308b\u691c\u8a3c\u3067\u306f\u4e0d\u5341\u5206\u306a\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u3067\u306f\u3001\u30ed\u30b0\u304b\u3089\u30a4\u30d9\u30f3\u30c8\u540d\u3092\u691c\u7d22\u3057\u3066\u4ef6\u6570\u3092\u53d6\u5f97\u3057\u3066\u3044\u305f\u305f\u3081\u3001\u6b20\u640d\u306f NULL \u3067\u306f\u306a\u304f 0 \u4ef6\u3068\u3057\u3066\u6271\u308f\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u578b\u3068\u3057\u3066 int \u3092\u7528\u3044\u3066\u3044\u305f\u5834\u5408\u3001\u3053\u308c\u306f\u59a5\u5f53\u306a\u5024\u3067\u3059\u3002NULL 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\u30c6\u30b9\u30c8\u3092\u884c\u3046\u3001\u30ab\u30ca\u30ea\u30a2\u30ea\u30ea\u30fc\u30b9\u3092\u884c\u3046\u3068\u3044\u3063\u305f\u65b9\u6cd5\u3067\u3001\u5f71\u97ff\u7bc4\u56f2\u3092\u5c0f\u3055\u304f\u3067\u304d\u306a\u3044\u304b\u691c\u8a0e\u3059\u3079\u304d\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h3>\n\n\n\n<p>\u4eca\u56de\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306b\u5909\u66f4\u304c\u767a\u751f\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u58ca\u308c\u3066\u3057\u307e\u3063\u305f\u4f8b\u306b\u3064\u3044\u3066\u5177\u4f53\u7684\u306b\u898b\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u306b\u8fd1\u3044\u72b6\u6cc1\u306b\u3001\u7b46\u8005\u3082\u906d\u9047\u3057\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u5f93\u6765\u306e\u76e3\u8996\u9805\u76ee\u306b\u52a0\u3048\u3066\u3001\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u306b\u3064\u3044\u3066\u306e\u76e3\u8996\u3082\u5fc5\u8981\u3060\u3068\u3044\u3046\u3053\u3068\u3092\u75db\u611f\u3057\u305f\u4e8b\u4f8b\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u300c\u30b7\u30b9\u30c6\u30e0\u5909\u66f4\u6642\u306e\u9023\u7d61\u4f53\u5236\u306e\u69cb\u7bc9\u300d\u3068\u3044\u3063\u305f\u3001\u7d44\u7e54\u7684\u306a\u5074\u9762\u306b\u3064\u3044\u3066\u3082\u89e6\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u3053\u306e\u5206\u91ce 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