{"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\/in\/wiki\/model-monitoring\/","title":{"rendered":"\u092e\u0949\u0921\u0932 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940"},"content":{"rendered":"<p>\u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0938\u0947 \u0924\u093e\u0924\u094d\u092a\u0930\u094d\u092f \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 (\u090f\u092e\u090f\u0932) \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092a\u0930\u093f\u0935\u0947\u0936 \u092e\u0947\u0902 \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092c\u093e\u0926 \u0909\u0928 \u092a\u0930 \u0928\u091c\u0930 \u0930\u0916\u0928\u0947 \u0915\u0940 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\u0915\u0930\u0947\u0902\u0964<\/li>\n<li><strong>\u0938\u0942\u091a\u0928\u093e \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0947<\/strong>: \u0915\u093f\u0938\u0940 \u092d\u0940 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u093e \u092a\u0924\u093e \u091a\u0932\u0928\u0947 \u092a\u0930 \u091c\u093f\u092e\u094d\u092e\u0947\u0926\u093e\u0930 \u092a\u0915\u094d\u0937\u094b\u0902 \u0915\u094b \u0938\u0942\u091a\u093f\u0924 \u0915\u0930\u0947\u0902\u0964<\/li>\n<li><strong>\u0915\u093e\u0930\u094d\u0930\u0935\u093e\u0908<\/strong>: \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u092f\u093e \u0907\u0928\u092a\u0941\u091f \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947 \u091c\u0948\u0938\u0940 \u0938\u0941\u0927\u093e\u0930\u093e\u0924\u094d\u092e\u0915 \u0915\u093e\u0930\u094d\u0930\u0935\u093e\u0908 \u0915\u0930\u0947\u0902\u0964<\/li>\n<\/ol>\n<h2>\u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n<ul>\n<li><strong>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/strong>: \u0938\u0924\u0924\u094d \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u090f\u0935\u0902 \u0938\u091a\u0947\u0924 \u0915\u0930\u0928\u093e\u0964<\/li>\n<li><strong>\u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b<\/strong>: \u092e\u094c\u091c\u0942\u0926\u093e \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u092e\u0947\u0902 \u090f\u0915\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/strong>: \u090f\u0915\u0932 \u092e\u0949\u0921\u0932 \u092f\u093e \u091c\u091f\u093f\u0932 \u092a\u0939\u0928\u093e\u0935\u0947 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0935\u093f\u0935\u0947\u091a\u0928\u0940\u092f\u0924\u093e<\/strong>: \u092e\u0949\u0921\u0932 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0914\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n<h2>\u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u092a\u094d\u0930\u0915\u093e\u0930<\/th>\n<th>\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/td>\n<td>\u0938\u092e\u0917\u094d\u0930 \u092e\u0949\u0921\u0932 \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td>\u0921\u0947\u091f\u093e \u092c\u0939\u093e\u0935 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/td>\n<td>\u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td>\u0935\u093f\u0938\u0902\u0917\u0924\u093f \u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/td>\n<td>\u092e\u0949\u0921\u0932 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u094b\u0902 \u092e\u0947\u0902 \u0905\u092a\u094d\u0930\u0924\u094d\u092f\u093e\u0936\u093f\u0924 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0922\u0942\u0901\u0922\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td>\u0928\u093f\u0937\u094d\u092a\u0915\u094d\u0937\u0924\u093e \u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/td>\n<td>\u0928\u093f\u0937\u094d\u092a\u0915\u094d\u0937 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<ul>\n<li><strong>\u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947<\/strong>: \u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0915\u094b \u0935\u093f\u0924\u094d\u0924, \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e, \u0916\u0941\u0926\u0930\u093e \u0907\u0924\u094d\u092f\u093e\u0926\u093f \u091c\u0948\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0938\u092e\u0938\u094d\u092f\u093e<\/strong>: \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u092e\u0947\u0902 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e \u0915\u0940 \u0915\u092e\u0940, \u091c\u091f\u093f\u0932\u0924\u093e, \u0921\u0947\u091f\u093e \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0938\u0902\u092c\u0902\u0927\u0940 \u091a\u093f\u0902\u0924\u093e\u090f\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/li>\n<li><strong>\u0938\u092e\u093e\u0927\u093e\u0928<\/strong>: \u092e\u091c\u092c\u0942\u0924 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0925\u093e\u0913\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u093e, \u0928\u093f\u092f\u092e\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0915\u0930\u0928\u093e \u0914\u0930 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092e\u0949\u0921\u0932 \u0915\u094b \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u093e \u0907\u0928 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u0915\u094b \u0915\u092e \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n<h2>\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0905\u0928\u094d\u092f \u0924\u0941\u0932\u0928\u093e\u090f\u0901<\/h2>\n<ul>\n<li><strong>\u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u092c\u0928\u093e\u092e \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917<\/strong>: \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0906\u0908\u091f\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u092e\u0949\u0921\u0932 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u090f\u092e\u090f\u0932 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0914\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/li>\n<li><strong>\u092e\u0941\u0916\u094d\u092f \u0917\u0941\u0923<\/strong>: \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923, \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b, \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0914\u0930 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e\u0964<\/li>\n<\/ul>\n<h2>\u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0901<\/h2>\n<p>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u090f\u0906\u0908 (\u090f\u0915\u094d\u0938\u090f\u0906\u0908), \u0911\u091f\u094b\u090f\u092e\u090f\u0932 \u0914\u0930 \u0935\u093f\u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u091c\u0948\u0938\u0940 \u0909\u092d\u0930\u0924\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902 \u092e\u0949\u0921\u0932 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u094b \u0906\u0915\u093e\u0930 \u0926\u0947\u0928\u0947 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u0948\u0964 \u0938\u094d\u0935\u091a\u093e\u0932\u0928, \u092b\u093c\u0947\u0921\u0930\u0947\u091f\u0947\u0921 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0906\u0935\u0936\u094d\u092f\u0915 \u092c\u0928\u0940 \u0930\u0939\u0947\u0917\u0940\u0964<\/p>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0948\u0938\u0947 \u0938\u0902\u092c\u0926\u094d\u0927 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n<p>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930, \u091c\u0948\u0938\u0947 \u0915\u093f OneProxy \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u093f\u090f \u0917\u090f \u0938\u0930\u094d\u0935\u0930, \u092e\u0949\u0921\u0932 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0928\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n<ul>\n<li>\u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u090f\u0915\u0924\u094d\u0930 \u0915\u0930\u0947\u0902\u0964<\/li>\n<li>\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092e\u0949\u0921\u0932 \u0938\u092e\u093e\u092a\u0928 \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u092a\u0930 \u0905\u0928\u0941\u0930\u094b\u0927\u094b\u0902 \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u0915\u0930\u0947\u0902\u0964<\/li>\n<li>\u092e\u0949\u0921\u0932\u094b\u0902 \u0914\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0924\u0915 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0914\u0930 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u092a\u0939\u0941\u0902\u091a \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0947\u0902\u0964<\/li>\n<\/ul>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<ul>\n<li><a href=\"https:\/\/cloud.google.com\/ai-platform\/prediction\/docs\/monitoring\" target=\"_new\" rel=\"noopener nofollow\">Google \u0915\u0940 \u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0917\u093e\u0907\u0921<\/a><\/li>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/monitoring-machine-learning\/9781098115777\/\" target=\"_new\" rel=\"noopener nofollow\">\u0913&#039;\u0930\u0947\u0932\u0940 \u0915\u0940 \u092e\u0949\u0921\u0932 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u092c\u0941\u0915<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/in\/\" target=\"_new\" rel=\"noopener\">OneProxy \u0915\u0947 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u092e\u093e\u0927\u093e\u0928<\/a><\/li>\n<\/ul>\n<p>\u092e\u0949\u0921\u0932 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u093e \u0935\u093f\u0937\u092f \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0914\u0930 \u0938\u092e\u091d \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u0947 \u0938\u093e\u0925 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u093e \u0939\u0948\u0964 \u0935\u0928\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u091c\u0948\u0938\u0947 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0907\u0938\u0915\u093e \u091c\u0941\u0921\u093c\u093e\u0935 \u0926\u0930\u094d\u0936\u093e\u0924\u093e \u0939\u0948 \u0915\u093f \u0915\u0948\u0938\u0947 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0906\u0908\u091f\u0940 \u0938\u092e\u093e\u0927\u093e\u0928 \u0926\u0915\u094d\u0937\u0924\u093e, \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u091c\u093f\u092e\u094d\u092e\u0947\u0926\u093e\u0930 \u092e\u0949\u0921\u0932 \u0924\u0948\u0928\u093e\u0924\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u090f\u0906\u0908 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0930\u0947\u0916\u093f\u0924 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/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\/in\/wp-json\/wp\/v2\/wiki\/478047","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/478047\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468935"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=478047"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}