{"id":477690,"date":"2023-08-09T09:18:51","date_gmt":"2023-08-09T09:18:51","guid":{"rendered":""},"modified":"2023-09-05T11:15:14","modified_gmt":"2023-09-05T11:15:14","slug":"interpretability-in-machine-learning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/interpretability-in-machine-learning\/","title":{"rendered":"\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc"},"content":{"rendered":"<h2>\u0645\u0639\u0631\u0641\u06cc<\/h2>\n<p>\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062c\u0646\u0628\u0647 \u0645\u0647\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0631\u0648\u0634\u0646 \u06a9\u0631\u062f\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc 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\u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc<\/h2>\n<p>\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u062c\u062f\u0648\u0644 \u0645\u06cc \u0622\u0648\u0631\u062f:<\/p>\n<ol>\n<li>\n<p>\u0634\u0641\u0627\u0641\u06cc\u062a: \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631\u06a9 \u0631\u0648\u0634\u0646\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u0631\u0633\u06cc\u062f\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u062e\u0648\u062f \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0634\u062e\u06cc\u0635 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\u0645\u0627\u0644\u06cc.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0646\u0635\u0627\u0641: \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u0698\u0627\u062f \u06cc\u0627 \u062c\u0646\u0633\u06cc\u062a \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u063a\u0631\u0636\u0627\u0646\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u06cc\u0627 \u062e\u06cc\u0631\u060c \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0646\u0635\u0627\u0641 \u0631\u0627 \u062a\u0631\u0648\u06cc\u062c \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc<\/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>\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062c\u0647\u0627\u0646\u06cc<\/td>\n<td>\u062f\u0631\u06a9 \u0631\u0641\u062a\u0627\u0631 \u0645\u062f\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0641\u0633\u06cc\u0631 \u0645\u062d\u0644\u06cc<\/td>\n<td>\u062a\u0648\u0636\u06cc\u062d \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u06cc\u0627 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0641\u0631\u062f\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646<\/td>\n<td>\u0646\u0645\u0627\u06cc\u0634 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u062f\u0631 \u0642\u0627\u0644\u0628 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<\/td>\n<td>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0627\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646: \u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h2>\n<h3>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647:<\/h3>\n<ol>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u067e\u0632\u0634\u06a9\u06cc<\/strong>: \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0641\u0647\u0645\u0646\u062f \u0686\u0631\u0627 \u06cc\u06a9 \u062a\u0634\u062e\u06cc\u0635 \u062e\u0627\u0635 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u067e\u0630\u06cc\u0631\u0634 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0631\u06cc\u0633\u06a9 \u0627\u0639\u062a\u0628\u0627\u0631\u06cc<\/strong>: \u0628\u0627\u0646\u06a9\u200c\u0647\u0627 \u0648 \u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0627\u0644\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u062c\u06cc\u0647 \u062a\u0623\u06cc\u06cc\u062f \u06cc\u0627 \u0631\u062f \u0648\u0627\u0645\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0634\u0641\u0627\u0641\u06cc\u062a \u0648 \u0631\u0639\u0627\u06cc\u062a \u0645\u0642\u0631\u0631\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0686\u0627\u0644\u0634 \u0647\u0627:<\/h3>\n<ol>\n<li>\n<p><strong>\u0645\u0639\u0627\u0645\u0644\u0647 \u0622\u0641<\/strong>: \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0642\u06cc\u0645\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u062f\u0642\u062a \u0645\u062f\u0644 \u062a\u0645\u0627\u0645 \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647<\/strong>: \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642\u060c \u0630\u0627\u062a\u0627\u064b \u0628\u0647 \u0633\u062e\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0631\u0627\u0647 \u062d\u0644 \u0647\u0627:<\/h3>\n<ol>\n<li>\n<p><strong>\u0631\u0648\u0634 \u0647\u0627\u06cc \u06af\u0631\u0648\u0647<\/strong>: \u062a\u0631\u06a9\u06cc\u0628 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0639\u0627\u062f\u0644\u06cc \u0628\u06cc\u0646 \u062f\u0642\u062a \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0632 \u0646\u0638\u0631 \u0644\u0627\u06cc\u0647<\/strong>: \u0647\u062f\u0641 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f LRP \u062a\u0648\u0636\u06cc\u062d \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0645\u0642\u0627\u06cc\u0633\u0647 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0631\u062a\u0628\u0637<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062f\u062a\u060c \u0627\u0635\u0637\u0644\u0627\u062d<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<\/td>\n<td>\u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631\u060c \u0634\u0627\u0645\u0644 \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0631\u06a9\u060c \u0628\u0644\u06a9\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062a\u0648\u062c\u06cc\u0647 \u0648 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u062f\u0644.<\/td>\n<\/tr>\n<tr>\n<td>\u0634\u0641\u0627\u0641\u06cc\u062a<\/td>\n<td>\u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc\u060c \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0648\u0636\u0648\u062d \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631\u0648\u0646\u06cc \u0645\u062f\u0644.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0646\u0635\u0627\u0641<\/td>\n<td>\u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0628\u06cc \u0637\u0631\u0641\u0627\u0646\u0647 \u0648 \u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u062a\u0628\u0639\u06cc\u0636 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0628\u0627 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u062c\u0647\u062a \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc<\/strong>: \u0645\u062d\u0642\u0642\u0627\u0646 \u0641\u0639\u0627\u0644\u0627\u0646\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u0631\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<\/strong>: \u062a\u0648\u0633\u0639\u0647 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0622\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 OneProxy \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0646\u0627\u0634\u0646\u0627\u0633 \u06a9\u0631\u062f\u0647 \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f \u0648 \u0636\u0645\u0646 \u062d\u0641\u0638 \u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u0633\u0637\u0647 \u0628\u06cc\u0646 \u0645\u062f\u0644 \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0646\u0647\u0627\u06cc\u06cc \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f \u0648 \u0641\u0631\u0635\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0631\u0633\u06cc \u0648 \u062a\u0641\u0633\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u0642\u0628\u0644 \u0627\u0632 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u062f\u0631\u0627\u0644<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u062f\u0631\u0627\u0644 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u0646\u062f \u0648 \u0686\u0646\u062f\u06cc\u0646 \u0637\u0631\u0641 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062e\u0635\u0648\u0635\u06cc \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u0646\u062f \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0647\u0645\u06a9\u0627\u0631\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/christophm.github.io\/interpretable-ml-book\/\" target=\"_new\" rel=\"noopener nofollow\">\u06a9\u062a\u0627\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631<\/a><\/li>\n<li><a href=\"https:\/\/www.sciencedirect.com\/book\/9780128187657\/explainable-ai\" target=\"_new\" rel=\"noopener nofollow\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d: \u062a\u0641\u0633\u06cc\u0631\u060c \u062a\u0648\u0636\u06cc\u062d \u0648 \u062a\u062c\u0633\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/interpretable-machine-learning-a-guide-for-making-black-box-models-explainable-6a8f42d8a088\" target=\"_new\" rel=\"noopener nofollow\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<\/a><\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0627\u0647\u06cc\u062a \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631\u06a9\u060c \u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u0633\u0626\u0648\u0644\u0627\u0646\u0647 \u0648 \u0627\u062e\u0644\u0627\u0642\u06cc \u0622\u0646\u0647\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u0645. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0646\u06cc\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0647\u0627\u0646\u06cc \u0634\u0641\u0627\u0641\u200c\u062a\u0631 \u0648 \u067e\u0627\u0633\u062e\u06af\u0648\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0645\u0648\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>","protected":false},"featured_media":468676,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477690","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Interpretability in Machine Learning: Understanding the Black Box<\/mark>","faq_items":[{"question":"What is Interpretability in machine learning?","answer":"<p>Interpretability in machine learning refers to the ability to understand and explain how a model arrives at its predictions or decisions. It allows us to peek into the \"black box\" of complex algorithms, providing transparency and insights into their decision-making process.<\/p>"},{"question":"How did the concept of Interpretability in machine learning originate?","answer":"<p>The concept of Interpretability in machine learning has its roots in early artificial intelligence research. The first mention of it dates back to the 1980s when researchers explored rule-based systems and expert systems, which generated human-readable rules from data to explain their decisions.<\/p>"},{"question":"What are the key features of Interpretability in machine learning?","answer":"<p>Interpretability in machine learning brings several key features to the table. It offers transparency, accountability, and fairness by revealing the decision-making process and identifying biases. This fosters trust in AI systems and helps meet regulatory requirements.<\/p>"},{"question":"What are the types of Interpretability in machine learning?","answer":"<p>There are two types of Interpretability in machine learning:<\/p><ol><li>Global Interpretability: Understanding the overall behavior of the model as a whole.<\/li><li>Local Interpretability: Explaining individual predictions or decisions made by the model.<\/li><\/ol>"},{"question":"How can Interpretability be utilized in machine learning, and what are the challenges?","answer":"<p>Interpretability has various use cases, such as medical diagnosis and credit risk assessment, where understanding model decisions is crucial. However, achieving interpretability may come with trade-offs in model performance, and some complex models remain inherently hard to interpret.<\/p>"},{"question":"How does Interpretability compare to related terms like Explainability and Transparency?","answer":"<p>Interpretability is a subset of Explainability, encompassing the understanding of model decisions. Transparency is a related concept, focusing on the clarity of the model's inner workings.<\/p>"},{"question":"What are the future perspectives and technologies related to Interpretability in machine learning?","answer":"<p>The future of Interpretability in machine learning looks promising, with ongoing research in making deep learning models more interpretable and developing standardized guidelines for Explainable AI.<\/p>"},{"question":"How can proxy servers be associated with Interpretability in machine learning?","answer":"<p>Proxy servers, like OneProxy, can contribute to Interpretability in machine learning by anonymizing data, acting as intermediaries in model deployment, and facilitating federated learning setups, thus ensuring secure and transparent AI applications.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477690","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\/477690\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468676"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477690"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}