{"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\/in\/wiki\/interpretability-in-machine-learning\/","title":{"rendered":"\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e"},"content":{"rendered":"<h2>\u092a\u0930\u093f\u091a\u092f<\/h2>\n<p>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u0939\u0932\u0942 \u0939\u0948 \u091c\u093f\u0938\u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u092e\u0936\u0940\u0928 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\u0938\u0915\u0924\u093e \u0939\u0948: \u092e\u0949\u0921\u0932-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0914\u0930 \u092e\u0949\u0921\u0932-\u0905\u091c\u094d\u091e\u0947\u092f\u0964 \u092e\u0949\u0921\u0932-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0935\u093f\u0927\u093f\u092f\u093e\u0901 \u0915\u093f\u0938\u0940 \u0935\u093f\u0936\u0947\u0937 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948\u0902, \u091c\u092c\u0915\u093f \u092e\u0949\u0921\u0932-\u0905\u091c\u094d\u091e\u0947\u092f \u0935\u093f\u0927\u093f\u092f\u093e\u0901 \u0915\u093f\u0938\u0940 \u092d\u0940 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092a\u0930 \u0932\u093e\u0917\u0942 \u0915\u0940 \u091c\u093e \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n<h3>\u092e\u0949\u0921\u0932-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0924\u0915\u0928\u0940\u0915\u0947\u0902:<\/h3>\n<ul>\n<li>\n<p>\u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937: \u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937 \u0938\u094d\u0935\u093e\u092d\u093e\u0935\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0935\u0947 \u0915\u093f\u0938\u0940 \u0928\u093f\u0930\u094d\u0923\u092f \u092a\u0930 \u092a\u0939\u0941\u0902\u091a\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092f\u0926\u093f-\u0905\u0928\u094d\u092f\u0925\u093e \u0938\u094d\u0925\u093f\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u090f\u0915 \u092b\u094d\u0932\u094b\u091a\u093e\u0930\u094d\u091f \u091c\u0948\u0938\u0940 \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p>\u0930\u0948\u0916\u093f\u0915 \u092e\u0949\u0921\u0932: \u0930\u0948\u0916\u093f\u0915 \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u0917\u0941\u0923\u093e\u0902\u0915 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u0939\u092e\u0947\u0902 \u092e\u0949\u0921\u0932 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u092a\u0930 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u0915\u0947 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ul>\n<h3>\u092e\u0949\u0921\u0932-\u0905\u091c\u094d\u091e\u0947\u092f \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0924\u0915\u0928\u0940\u0915\u0947\u0902:<\/h3>\n<ul>\n<li>\n<p>LIME (\u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u092e\u0949\u0921\u0932-\u0905\u091c\u094d\u091e\u0947\u092f \u0938\u094d\u092a\u0937\u094d\u091f\u0940\u0915\u0930\u0923): LIME \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0938\u094d\u0924\u0930 \u092a\u0930 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u0938\u092e\u091d\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0915\u0947 \u0906\u0938\u092a\u093e\u0938 \u0938\u0930\u0932 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>SHAP (SHapley Additive exPlanations): SHAP \u092e\u093e\u0928 \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u092e\u0939\u0924\u094d\u0935 \u0915\u093e \u090f\u0915 \u090f\u0915\u0940\u0915\u0943\u0924 \u092e\u093e\u092a \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0907\u0938\u0947 \u0915\u093f\u0938\u0940 \u092d\u0940 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092a\u0930 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ul>\n<h2>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h2>\n<p>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0936\u0940\u0932\u0924\u093e \u0915\u0908 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0938\u093e\u092e\u0928\u0947 \u0932\u093e\u0924\u0940 \u0939\u0948:<\/p>\n<ol>\n<li>\n<p>\u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e: \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0936\u0940\u0932\u0924\u093e \u0907\u0938 \u092c\u093e\u0924 \u0915\u0940 \u0938\u094d\u092a\u0937\u094d\u091f \u0938\u092e\u091d \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0915\u093f \u0915\u094b\u0908 \u092e\u0949\u0921\u0932 \u0915\u093f\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0905\u092a\u0928\u0947 \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937 \u092a\u0930 \u092a\u0939\u0941\u0902\u091a\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u0942\u0930\u094d\u0935\u093e\u0917\u094d\u0930\u0939\u094b\u0902 \u092f\u093e \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u093e \u0906\u0938\u093e\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p>\u091c\u0935\u093e\u092c\u0926\u0947\u0939\u0940: \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0915\u0947, \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u091c\u0935\u093e\u092c\u0926\u0947\u0939\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0914\u0930 \u0935\u093f\u0924\u094d\u0924 \u091c\u0948\u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902\u0964<\/p>\n<\/li>\n<li>\n<p>\u0928\u093f\u0937\u094d\u092a\u0915\u094d\u0937\u0924\u093e: \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0936\u0940\u0932\u0924\u093e \u092f\u0939 \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0915\u093f \u0915\u094d\u092f\u093e \u0915\u094b\u0908 \u092e\u0949\u0921\u0932 \u091c\u093e\u0924\u093f \u092f\u093e \u0932\u093f\u0902\u0917 \u091c\u0948\u0938\u0940 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u092a\u0915\u094d\u0937\u092a\u093e\u0924\u092a\u0942\u0930\u094d\u0923 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947 \u0930\u0939\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0928\u093f\u0937\u094d\u092a\u0915\u094d\u0937\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0935\u093e \u092e\u093f\u0932\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \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>\u0935\u0948\u0936\u094d\u0935\u093f\u0915 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e<\/td>\n<td>\u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u0938\u092e\u0917\u094d\u0930 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u091d\u0928\u093e<\/td>\n<\/tr>\n<tr>\n<td>\u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e<\/td>\n<td>\u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u092f\u093e \u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u093e<\/td>\n<\/tr>\n<tr>\n<td>\u0928\u093f\u092f\u092e-\u0906\u0927\u093e\u0930\u093f\u0924 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e<\/td>\n<td>\u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0915\u094b \u092e\u093e\u0928\u0935-\u092a\u0920\u0928\u0940\u092f \u0928\u093f\u092f\u092e\u094b\u0902 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0928\u093e<\/td>\n<\/tr>\n<tr>\n<td>\u0935\u093f\u0936\u0947\u0937\u0924\u093e \u0915\u093e \u092e\u0939\u0924\u094d\u0935<\/td>\n<td>\u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0938\u092c\u0938\u0947 \u092a\u094d\u0930\u092d\u093e\u0935\u0936\u093e\u0932\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u093e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0907\u0902\u091f\u0930\u092a\u094d\u0930\u093f\u091f\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917: \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0902 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<h3>\u092c\u0915\u094d\u0938\u094b\u0902 \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u0930\u0947\u0902:<\/h3>\n<ol>\n<li>\n<p><strong>\u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0928\u093f\u0926\u093e\u0928<\/strong>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u092a\u0947\u0936\u0947\u0935\u0930\u094b\u0902 \u0915\u094b \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0940 \u0939\u0948 \u0915\u093f \u0915\u094b\u0908 \u0935\u093f\u0936\u0947\u0937 \u0928\u093f\u0926\u093e\u0928 \u0915\u094d\u092f\u094b\u0902 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u091c\u093f\u0938\u0938\u0947 \u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u0914\u0930 \u0938\u094d\u0935\u0940\u0915\u0943\u0924\u093f \u092c\u0922\u093c\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u090b\u0923 \u091c\u094b\u0916\u093f\u092e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928<\/strong>\u092c\u0948\u0902\u0915 \u0914\u0930 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u0938\u0902\u0938\u094d\u0925\u093e\u090f\u0902 \u090b\u0923 \u0938\u094d\u0935\u0940\u0915\u0943\u0924\u093f \u092f\u093e \u0905\u0938\u094d\u0935\u0940\u0915\u0943\u0924\u093f \u0915\u094b \u0909\u091a\u093f\u0924 \u0920\u0939\u0930\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e \u0914\u0930 \u0935\u093f\u0928\u093f\u092f\u092e\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b \u0938\u0915\u0947\u0964<\/p>\n<\/li>\n<\/ol>\n<h3>\u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901:<\/h3>\n<ol>\n<li>\n<p><strong>\u0935\u094d\u092f\u093e\u092a\u093e\u0930 \u0917\u0924<\/strong>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u092e\u0947\u0902 \u0935\u0943\u0926\u094d\u0927\u093f, \u092e\u0949\u0921\u0932 \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0940 \u0915\u0940\u092e\u0924 \u092a\u0930 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092c\u094d\u0932\u0948\u0915 \u092c\u0949\u0915\u094d\u0938 \u092e\u0949\u0921\u0932<\/strong>\u0915\u0941\u091b \u0909\u0928\u094d\u0928\u0924 \u092e\u0949\u0921\u0932, \u091c\u0948\u0938\u0947 \u0921\u0940\u092a \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915, \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u093e \u0938\u094d\u0935\u093e\u092d\u093e\u0935\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0915\u0920\u093f\u0928 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h3>\u0938\u092e\u093e\u0927\u093e\u0928:<\/h3>\n<ol>\n<li>\n<p><strong>\u0938\u0902\u092f\u094b\u091c\u0928 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947<\/strong>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u091c\u091f\u093f\u0932 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e \u0915\u0947 \u092c\u0940\u091a \u0938\u0902\u0924\u0941\u0932\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092a\u0930\u0924-\u0935\u093e\u0930 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915\u0924\u093e \u092a\u094d\u0930\u0938\u093e\u0930<\/strong>\u090f\u0932\u0906\u0930\u092a\u0940 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u0915\u094b \u0938\u092e\u091d\u093e\u0928\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0940 \u0924\u0941\u0932\u0928\u093e<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0905\u0935\u0927\u093f<\/th>\n<th>\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e<\/td>\n<td>\u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u0905\u0935\u0927\u093e\u0930\u0923\u093e, \u091c\u093f\u0938\u092e\u0947\u0902 \u0928 \u0915\u0947\u0935\u0932 \u0938\u092e\u091d \u092c\u0932\u094d\u0915\u093f \u092e\u0949\u0921\u0932 \u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0915\u094b \u0909\u091a\u093f\u0924 \u0920\u0939\u0930\u093e\u0928\u0947 \u0914\u0930 \u0909\u0928 \u092a\u0930 \u092d\u0930\u094b\u0938\u093e \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u092d\u0940 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e<\/td>\n<td>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0915\u093e \u090f\u0915 \u0909\u092a\u0938\u092e\u0941\u091a\u094d\u091a\u092f, \u091c\u094b \u092e\u0949\u0921\u0932 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0915\u0940 \u0938\u094d\u092a\u0937\u094d\u091f\u0924\u093e \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u092b\u0947\u092f\u0930\u0928\u0947\u0938<\/td>\n<td>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u0928\u093f\u0937\u094d\u092a\u0915\u094d\u0937 \u0928\u093f\u0930\u094d\u0923\u092f \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092d\u0947\u0926\u092d\u093e\u0935 \u0938\u0947 \u092c\u091a\u0928\u0947 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\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>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0906\u0936\u093e\u091c\u0928\u0915 \u0939\u0948, \u0914\u0930 \u0905\u0927\u093f\u0915 \u0909\u0928\u094d\u0928\u0924 \u0924\u0915\u0928\u0940\u0915 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u091c\u093e\u0930\u0940 \u0939\u0948\u0964 \u0915\u0941\u091b \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0926\u093f\u0936\u093e\u090f\u0901 \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e<\/strong>\u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0938\u0915\u094d\u0930\u093f\u092f \u0930\u0942\u092a \u0938\u0947 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932 \u0915\u094b \u0905\u0927\u093f\u0915 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u094b\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u090f\u0906\u0908 \u092e\u093e\u0928\u0915<\/strong>\u0938\u094d\u0925\u093f\u0930\u0924\u093e \u0914\u0930 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0939\u0947\u0924\u0941 \u092e\u093e\u0928\u0915\u0940\u0915\u0943\u0924 \u0926\u093f\u0936\u093e\u0928\u093f\u0930\u094d\u0926\u0947\u0936 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u093e\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0936\u0940\u0932\u0924\u093e<\/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, \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \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 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\u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0914\u0930 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u0947 \u0915\u093e \u0905\u0935\u0938\u0930 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092b\u093c\u0947\u0921\u0930\u0947\u091f\u0947\u0921 \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/strong>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092b\u0947\u0921\u0930\u0947\u091f\u0947\u0921 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0938\u0947\u091f\u0905\u092a \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0915\u0908 \u092a\u0915\u094d\u0937 \u0905\u092a\u0928\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0928\u093f\u091c\u0940 \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u0938\u0939\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<p>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0907\u0902\u091f\u0930\u092a\u094d\u0930\u093f\u091f\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928 \u0926\u0947\u0916\u0947\u0902:<\/p>\n<ol>\n<li><a href=\"https:\/\/christophm.github.io\/interpretable-ml-book\/\" target=\"_new\" rel=\"noopener nofollow\">\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u0941\u0938\u094d\u0924\u0915<\/a><\/li>\n<li><a href=\"https:\/\/www.sciencedirect.com\/book\/9780128187657\/explainable-ai\" target=\"_new\" rel=\"noopener nofollow\">\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u090f\u0906\u0908: \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e, \u0938\u094d\u092a\u0937\u094d\u091f\u0940\u0915\u0930\u0923 \u0914\u0930 \u0926\u0943\u0936\u094d\u092f\u0940\u0915\u0930\u0923<\/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\">\u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917: \u092c\u094d\u0932\u0948\u0915 \u092c\u0949\u0915\u094d\u0938 \u092e\u0949\u0921\u0932 \u0915\u094b \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0917\u093e\u0907\u0921<\/a><\/li>\n<\/ol>\n<p>\u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937 \u092e\u0947\u0902, \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0939\u0948 \u091c\u094b \u091c\u091f\u093f\u0932 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u092c\u094d\u0932\u0948\u0915 \u092c\u0949\u0915\u094d\u0938 \u092a\u094d\u0930\u0915\u0943\u0924\u093f \u0915\u094b \u0938\u0902\u092c\u094b\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0939\u092e\u0947\u0902 AI \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u0938\u092e\u091d\u0928\u0947, \u0909\u0938 \u092a\u0930 \u092d\u0930\u094b\u0938\u093e \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0938\u0947 \u092e\u093e\u0928\u094d\u092f \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0909\u0928\u0915\u0940 \u091c\u093f\u092e\u094d\u092e\u0947\u0926\u093e\u0930 \u0914\u0930 \u0928\u0948\u0924\u093f\u0915 \u0924\u0948\u0928\u093e\u0924\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0924\u0915\u0928\u0940\u0915 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948, \u0935\u0948\u0938\u0947-\u0935\u0948\u0938\u0947 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915\u0924\u093e \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u092d\u0940 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b\u0902\u0917\u0947, \u091c\u093f\u0938\u0938\u0947 \u0905\u0927\u093f\u0915 \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u0940 \u0914\u0930 \u091c\u0935\u093e\u092c\u0926\u0947\u0939 AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u093e \u092e\u093e\u0930\u094d\u0917 \u092a\u094d\u0930\u0936\u0938\u094d\u0924 \u0939\u094b\u0917\u093e\u0964<\/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\/in\/wp-json\/wp\/v2\/wiki\/477690","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\/477690\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468676"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=477690"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}