{"id":478047,"date":"2023-08-09T09:26:29","date_gmt":"2023-08-09T09:26:29","guid":{"rendered":""},"modified":"2023-09-05T11:15:58","modified_gmt":"2023-09-05T11:15:58","slug":"model-monitoring","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/model-monitoring\/","title":{"rendered":"\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644"},"content":{"rendered":"<p>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0632\u06cc\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f 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\u062d\u0627\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0631\u062e \u062f\u0647\u062f \u0646\u0627\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0646\u0638\u0627\u0631\u062a \u0645\u062f\u0644 \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u0628\u0627 \u0631\u0634\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u067e\u062f\u06cc\u062f\u0627\u0631 \u0634\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0627\u0648\u0627\u062e\u0631 \u062f\u0647\u0647 1990 \u0648 \u0627\u0648\u0627\u06cc\u0644 \u062f\u0647\u0647 2000 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0647 \u0627\u0647\u0645\u06cc\u062a \u062d\u0641\u0638 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u067e\u06cc \u0628\u0631\u062f\u0646\u062f.<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u062f\u0631 \u0627\u0648\u0627\u0633\u0637 \u062f\u0647\u0647 2010\u060c \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0627 \u0627\u0646\u0641\u062c\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u067e\u0630\u06cc\u0631\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc ML \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641\u060c \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0645\u062f\u0644: \u06af\u0633\u062a\u0631\u0634 \u0645\u0648\u0636\u0648\u0639<\/h2>\n<p>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u0634\u0627\u0645\u0644 \u0686\u0646\u062f\u06cc\u0646 \u0641\u0639\u0627\u0644\u06cc\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a:<\/p>\n<ul>\n<li><strong>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f<\/strong>: \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u062f\u0627\u0645\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062f\u0642\u062a \u0645\u0637\u0644\u0648\u0628 \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f.<\/li>\n<li><strong>\u062a\u0634\u062e\u06cc\u0635 \u062f\u0631\u06cc\u0641\u062a \u062f\u0627\u062f\u0647<\/strong>: \u0645\u0634\u0627\u0647\u062f\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u0645\u062f\u0644 \u062a\u0623\u062b\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0628\u06af\u0630\u0627\u0631\u062f.<\/li>\n<li><strong>\u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc<\/strong>: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0631\u0641\u062a\u0627\u0631 \u063a\u06cc\u0631\u0645\u0646\u062a\u0638\u0631\u0647\u060c \u0645\u0627\u0646\u0646\u062f \u0627\u0641\u0632\u0627\u06cc\u0634 \u0646\u0627\u06af\u0647\u0627\u0646\u06cc \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627.<\/li>\n<li><strong>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0627\u0646\u0635\u0627\u0641<\/strong>: \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062f\u0644 \u0631\u0641\u062a\u0627\u0631 \u0645\u063a\u0631\u0636\u0627\u0646\u0647 \u0627\u06cc \u0631\u0627 \u062f\u0631 \u0628\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u0646\u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><strong>\u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0645\u0646\u0627\u0628\u0639<\/strong>: \u0631\u062f\u06cc\u0627\u0628\u06cc \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0627\u0631\u0622\u0645\u062f.<\/li>\n<\/ul>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644: \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>\u0646\u0638\u0627\u0631\u062a \u0645\u062f\u0644 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0647\u0634\u062f\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644\u060c \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u060c \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631.<\/li>\n<li><strong>\u062a\u062d\u0644\u06cc\u0644 \u0648 \u0628\u0631\u0631\u0633\u06cc<\/strong>: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0647\u0631 \u06af\u0648\u0646\u0647 \u0631\u0627\u0646\u0634\u060c \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc\u060c \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f.<\/li>\n<li><strong>\u0647\u0634\u062f\u0627\u0631 \u062f\u0647\u0646\u062f\u0647<\/strong>: \u062f\u0631 \u0635\u0648\u0631\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u0647\u0631 \u06af\u0648\u0646\u0647 \u0645\u0634\u06a9\u0644 \u0628\u0647 \u0645\u0633\u0626\u0648\u0644\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639 \u062f\u0647\u06cc\u062f.<\/li>\n<li><strong>\u0639\u0645\u0644<\/strong>: \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0627\u0635\u0644\u0627\u062d\u06cc \u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0645\u062c\u062f\u062f \u0645\u062f\u0644 \u06cc\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u067e\u0627\u06cc\u0634 \u0645\u062f\u0644<\/h2>\n<ul>\n<li><strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong>: \u0646\u0638\u0627\u0631\u062a \u0645\u0633\u062a\u0645\u0631 \u0648 \u0647\u0634\u062f\u0627\u0631.<\/li>\n<li><strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631<\/strong>: \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0645\u0648\u062c\u0648\u062f \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u062f.<\/li>\n<li><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u06a9 \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0641\u062a\u0627\u0631 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0645\u062f\u0644<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f<\/td>\n<td>\u0628\u0631 \u062f\u0642\u062a \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc \u0645\u062f\u0644 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0631\u0627\u0646\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc<\/td>\n<td>\u0631\u0641\u062a\u0627\u0631 \u063a\u06cc\u0631\u0645\u0646\u062a\u0638\u0631\u0647 \u0631\u0627 \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0627\u0646\u0635\u0627\u0641<\/td>\n<td>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u06cc \u0637\u0631\u0641\u0627\u0646\u0647 \u0645\u062f\u0644 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0638\u0627\u0631\u062a \u0645\u062f\u0644\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627<\/h2>\n<ul>\n<li><strong>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0646\u0638\u0627\u0631\u062a \u0645\u062f\u0644 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0627\u0644\u06cc\u060c \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u062e\u0631\u062f\u0647 \u0641\u0631\u0648\u0634\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f.<\/li>\n<li><strong>\u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0645\u0633\u0627\u0626\u0644<\/strong>: \u0645\u0633\u0627\u0626\u0644 \u0628\u0627\u0644\u0642\u0648\u0647 \u0634\u0627\u0645\u0644 \u0639\u062f\u0645 \u0634\u0641\u0627\u0641\u06cc\u062a\u060c \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc\u060c \u0646\u06af\u0631\u0627\u0646\u06cc \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.<\/li>\n<li><strong>\u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/strong>: \u0627\u062c\u0631\u0627\u06cc \u0634\u06cc\u0648\u0647 \u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0642\u0648\u06cc\u060c \u0631\u0639\u0627\u06cc\u062a \u0645\u0642\u0631\u0631\u0627\u062a \u0648 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0645\u0633\u0627\u0626\u0644 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631<\/h2>\n<ul>\n<li><strong>\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0645\u062f\u0644 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0646\u0638\u0627\u0631\u062a \u0633\u0646\u062a\u06cc<\/strong>: \u0628\u0631 \u062e\u0644\u0627\u0641 \u067e\u0627\u06cc\u0634 \u0633\u0646\u062a\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631 \u0631\u0641\u062a\u0627\u0631 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a.<\/li>\n<li><strong>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/strong>: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0644\u0627\u062f\u0631\u0646\u06af\u060c \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631\u060c \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc.<\/li>\n<\/ul>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u067e\u0627\u06cc\u0634 \u0645\u062f\u0644<\/h2>\n<p>\u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0646\u0648\u0638\u0647\u0648\u0631 \u0645\u0627\u0646\u0646\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d (XAI)\u060c autoML \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0622\u06cc\u0646\u062f\u0647 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u0631\u0627 \u0634\u06a9\u0644 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u062f\u0631\u0627\u0644\u060c \u0648 \u0646\u0638\u0627\u0631\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0647\u0645\u0686\u0646\u0627\u0646 \u0636\u0631\u0648\u0631\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0645\u062f\u0644 \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 OneProxy\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f:<\/p>\n<ul>\n<li>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u062f\u0648\u0646 \u0627\u0641\u0634\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u0633\u0627\u0633.<\/li>\n<li>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627 \u0628\u0647 \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u06cc\u0645\u0646 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a.<\/li>\n<\/ul>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<ul>\n<li><a href=\"https:\/\/cloud.google.com\/ai-platform\/prediction\/docs\/monitoring\" target=\"_new\" rel=\"noopener nofollow\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0645\u062f\u0644 \u06af\u0648\u06af\u0644<\/a><\/li>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/monitoring-machine-learning\/9781098115777\/\" target=\"_new\" rel=\"noopener nofollow\">\u06a9\u062a\u0627\u0628 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0645\u062f\u0644 \u0627\u0648\u0631\u06cc\u0644\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ir\/\" target=\"_new\" rel=\"noopener\">\u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc OneProxy<\/a><\/li>\n<\/ul>\n<p>\u0645\u0648\u0636\u0648\u0639 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u062f\u0644 \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0648 \u062f\u0631\u06a9 \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u0631\u062a\u0628\u0627\u0637 \u0622\u0646 \u0628\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f OneProxy\u060c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u0645\u0627\u0647\u0646\u06af \u0634\u0648\u0646\u062f \u062a\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0627\u06cc\u06cc\u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0645\u0633\u0626\u0648\u0644\u0627\u0646\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>","protected":false},"featured_media":468935,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478047","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Model Monitoring<\/mark>","faq_items":[{"question":"What is model monitoring?","answer":"<p>Model monitoring refers to the process of continuously observing and analyzing machine learning models once they are deployed in a production environment. It ensures that the models perform as expected over time, identifying any changes or anomalies that could affect their accuracy and behavior.<\/p>"},{"question":"How did model monitoring originate?","answer":"<p>Model monitoring emerged with the rise of machine learning and artificial intelligence in real-world applications. The concept started gaining attention in the late 1990s and early 2000s, with dedicated solutions developed in the mid-2010s.<\/p>"},{"question":"What does model monitoring involve?","answer":"<p>Model monitoring involves activities such as performance monitoring, data drift detection, anomaly detection, fairness monitoring, and resource utilization tracking.<\/p>"},{"question":"How does model monitoring work internally?","answer":"<p>Model monitoring works through data collection, analysis, and alerting. It collects data on model predictions, inputs, and outputs, analyzes it to detect any issues, and alerts responsible parties if necessary.<\/p>"},{"question":"What are the key features of model monitoring?","answer":"<p>The key features of model monitoring include real-time analysis, automated workflow integration, scalability for single models or ensembles, and interpretability to understand model behavior.<\/p>"},{"question":"What types of model monitoring exist?","answer":"<p>There are several types of model monitoring, including performance monitoring, data drift monitoring, anomaly monitoring, and fairness monitoring.<\/p>"},{"question":"How can model monitoring be used in different industries?","answer":"<p>Model monitoring finds applications in various industries, including finance, healthcare, retail, and more, to ensure that ML models maintain optimal performance.<\/p>"},{"question":"What are the potential problems with model monitoring?","answer":"<p>Some potential problems include lack of transparency, complexity, and data privacy concerns.<\/p>"},{"question":"How can these problems be solved?","answer":"<p>Implementing robust monitoring practices, complying with regulations, and using interpretable models can address these issues.<\/p>"},{"question":"What technologies may shape the future of model monitoring?","answer":"<p>Emerging technologies like explainable AI (XAI), autoML, and decentralized model training are expected to influence the future of model monitoring.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/478047","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/478047\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468935"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=478047"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}