{"id":476784,"date":"2023-08-09T07:36:15","date_gmt":"2023-08-09T07:36:15","guid":{"rendered":""},"modified":"2023-09-05T11:13:26","modified_gmt":"2023-09-05T11:13:26","slug":"delta-rule","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/delta-rule\/","title":{"rendered":"\u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627"},"content":{"rendered":"<p>\u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u0642\u0627\u0639\u062f\u0629 Widrow-Hoff \u0623\u0648 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0623\u0642\u0644 (LMS)\u060c \u0647\u064a \u0645\u0641\u0647\u0648\u0645 \u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 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\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u0627 \u062a\u0642\u0648\u0645 \u0628\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u0639\u062f \u0643\u0644 \u0639\u0631\u0636 \u062a\u0642\u062f\u064a\u0645\u064a \u0644\u0646\u0645\u0637 \u0627\u0644\u0625\u062f\u062e\u0627\u0644. \u062a\u0633\u0645\u062d \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u0644\u0644\u0634\u0628\u0643\u0629 \u0628\u0627\u0644\u062a\u0643\u064a\u0641 \u0628\u0633\u0631\u0639\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0648\u062a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0643\u064a\u0641 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0645\u0639 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u062d\u064a\u062b \u0642\u062f \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0633\u0627\u0637\u0629<\/strong>: \u0625\u0646 \u0628\u0633\u0627\u0637\u0629 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0648\u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u062d\u062c\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062d\u0644\u064a<\/strong>: \u064a\u062a\u0645 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0648\u0632\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062e\u0637\u0623 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0641\u0631\u062f\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0634\u0643\u0644\u0627\u064b \u0645\u0646 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062d\u0644\u064a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627: \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0644\u0644\u0643\u062a\u0627\u0628\u0629<\/h2>\n<p>\u062a\u0623\u062a\u064a \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0628\u0623\u0634\u0643\u0627\u0644 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0648\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u0627\u0631\u0632\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062f\u0641\u0639\u0629 \u062f\u0644\u062a\u0627 \u0627\u0644\u0642\u0627\u0639\u062f\u0629<\/td>\n<td>\u064a\u062d\u0633\u0628 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0648\u0632\u0646 \u0628\u0639\u062f \u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u0623\u062e\u0637\u0627\u0621<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u0623\u0646\u0645\u0627\u0637 \u0625\u062f\u062e\u0627\u0644 \u0645\u062a\u0639\u062f\u062f\u0629. \u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0644\u062a\u0627 \u0627\u0644\u0639\u0648\u062f\u064a\u0629<\/td>\n<td>\u064a\u0637\u0628\u0642 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0644\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u062a\u0633\u0644\u0633\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0639\u062f\u0629<\/td>\n<td>\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u060c \u0645\u062b\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0644\u062a\u0627 \u0645\u0646\u062a\u0638\u0645\u0629<\/td>\n<td>\u064a\u062a\u0636\u0645\u0646 \u0634\u0631\u0648\u0637 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0644\u0645\u0646\u0639 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0639\u062f\u0629<\/td>\n<td>\u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0644\u062a\u0627 \u0628\u0627\u0631 \u062f\u0644\u062a\u0627<\/td>\n<td>\u064a\u0643\u064a\u0641 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062e\u0637\u0623<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0639\u062f\u0629<\/td>\n<td>\u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0648\u0645\u0634\u0643\u0644\u0627\u062a\u0647\u0627 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<p>\u062a\u062c\u062f \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u062a\u0637\u0628\u064a\u0642\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0643\u0644\u0627\u0645\u060c \u062d\u064a\u062b \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0631\u0628\u0637 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062d\u0643\u0645<\/strong>: \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062d\u0643\u0645\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0644\u0636\u0628\u0637 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0633\u0644\u0648\u0643 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0637\u0644\u0648\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a<\/strong>: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629\u060c \u0645\u062b\u0644 \u0625\u0644\u063a\u0627\u0621 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u0642\u0645\u0639 \u0627\u0644\u0635\u062f\u0649.<\/p>\n<\/li>\n<\/ol>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0641\u0627\u0626\u062f\u062a\u0647\u0627\u060c \u0641\u0625\u0646 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0644\u062f\u064a\u0647\u0627 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0642\u0627\u0631\u0628<\/strong>: \u0642\u062f \u062a\u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0628\u0637\u0621\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0623\u0648 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0627\u0644\u0645\u062d\u0644\u064a<\/strong>: \u0642\u062f \u062a\u062a\u0639\u062b\u0631 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0639\u0646\u062f \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062f\u0646\u064a\u0627 \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0648\u062a\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0645\u062b\u0644 \u0627\u0644\u0639\u0627\u0644\u0645\u064a.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0637\u0648\u0631 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644:<\/p>\n<ul>\n<li>\n<p><strong>\u062c\u062f\u0648\u0644\u0629 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u0636\u0628\u0637 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0648\u0627\u0644\u062b\u0628\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u064e\u0641\u0639\u064e\u0629<\/strong>: \u062f\u0645\u062c \u0634\u0631\u0648\u0637 \u0627\u0644\u0632\u062e\u0645 \u0641\u064a \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0648\u0632\u0646 \u0644\u0644\u0647\u0631\u0648\u0628 \u0645\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062f\u0646\u064a\u0627 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0642\u0627\u0631\u0628.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629: \u0639\u0644\u0649 \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0645\u0642\u0627\u0628\u0644.<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a<\/td>\n<td>\u0643\u0644\u0627\u0647\u0645\u0627 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0639\u0635\u0628\u064a\u0629 \u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u0627\u0644\u0634\u0628\u0643\u0627\u062a\u060c \u0648\u0644\u0643\u0646 Backpropagation \u064a\u0633\u062a\u062e\u062f\u0645 \u0642\u0627\u0639\u062f\u0629 \u062a\u0633\u0644\u0633\u0644\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u0646\u0647\u062c \u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0648\u0632\u0646\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u0627\u0644\u062e\u0637\u0623 \u0628\u064a\u0646 \u0627\u0644\u0646\u0648\u0627\u062a\u062c \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u0631\u063a\u0648\u0628\u0629.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0631\u0633\u0628\u062a\u0631\u0648\u0646<\/td>\n<td>\u0642\u0627\u0639\u062f\u0629 Perceptron \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0635\u0646\u064a\u0641 \u062b\u0646\u0627\u0626\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c. \u0648\u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u064a\u0636 \u0645\u0646 \u0630\u0644\u0643\u060c \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u064a\u0646\u0637\u0628\u0642 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0648\u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631.<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0635\u063a\u0631\u0649<\/td>\n<td>\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0648\u0644\u0643\u0646<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0635\u063a\u0631\u0649 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u0631\u0628\u0639\u0629\u060c<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u0628\u064a\u0646\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0644\u062d\u0638\u064a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u062f\u0644\u062a\u0627<\/h2>\n<p>\u0645\u0647\u062f\u062a \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0627\u0644\u0637\u0631\u064a\u0642 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u0639\u0632\u064a\u0632 \u0623\u062f\u0627\u0621 \u0648\u0643\u0641\u0627\u0621\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642<\/strong>: \u064a\u062a\u064a\u062d \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0648\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0647\u0631\u0645\u064a\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u062f\u0645\u062c \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0645\u0639 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0625\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0648\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0648\u064a<\/strong>: \u062a\u0647\u062f\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0648\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0646\u0641\u0633\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0628\u0631 \u0627\u0644\u0645\u0647\u0627\u0645.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0648\u0647\u064a \u062e\u0637\u0648\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u062b\u0644 \u0634\u0628\u0643\u0627\u062a \u062f\u0644\u062a\u0627 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0631\u0628\u0637 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u062a\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644<\/strong>: \u062a\u0642\u0648\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0628\u064a\u0646 \u0645\u0648\u0627\u0631\u062f \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0648\u0636\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0644\u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0646<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0633\u0631\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u062f\u0644\u062a\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0648\u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u064a\u0631\u062c\u0649 \u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/1113663\" target=\"_new\" rel=\"noopener nofollow\">\u062f\u0648\u0627\u0626\u0631 \u0627\u0644\u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629 \u2013 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629<\/a><\/li>\n<li><a href=\"https:\/\/www.cs.cornell.edu\/courses\/cs4780\/2018fa\/lectures\/lecturenote07.html\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u062f\u0645\u0629 \u0644\u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0643\u0648\u0631\u0646\u064a\u0644<\/a><\/li>\n<li><a href=\"https:\/\/www.geeksforgeeks.org\/machine-learning-delta-rule-and-perceptron-rule\/\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a: \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0648\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0631\u0633\u0628\u062a\u0631\u0648\u0646 \u2013 GeeksforGeeks<\/a><\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0623\u0633\u064a\u0633\u064a\u0629 \u0633\u0627\u0647\u0645\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0625\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0648\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u062a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0642\u064a\u0645\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0645\u0639 \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0633\u062a\u0645\u0631 \u0642\u0627\u0639\u062f\u0629 \u062f\u0644\u062a\u0627 \u0641\u064a \u0625\u0644\u0647\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>","protected":false},"featured_media":476785,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476784","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Delta Rule: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is the Delta rule?","answer":"<p>The Delta rule, also known as the Widrow-Hoff rule or the Least Mean Square (LMS) rule, is a fundamental concept in machine learning and neural networks. It is an incremental learning algorithm that adjusts the weights of connections between artificial neurons based on input data, enabling the network to learn and adapt its responses.<\/p>"},{"question":"Who introduced the Delta rule?","answer":"<p>The Delta rule was first introduced by Bernard Widrow and Marcian Hoff in 1960 as part of their research on adaptive systems. Their groundbreaking paper titled \"Adaptive Switching Circuits\" marked the birth of the Delta rule and laid the foundation for neural network learning algorithms.<\/p>"},{"question":"How does the Delta rule work?","answer":"<p>The Delta rule operates on supervised learning principles. During training, the network compares its predicted output with the desired output, calculates the error (delta), and updates the connection weights accordingly. The process is repeated for each input pattern until the network converges to a suitable solution.<\/p>"},{"question":"What are the key features of the Delta rule?","answer":"<p>The Delta rule exhibits features like online learning, adaptability to non-stationary environments, simplicity in implementation, and local optimization for weight updates.<\/p>"},{"question":"What are the types of Delta rule?","answer":"<p>There are several types of Delta rule variations, including Batch Delta Rule, Recursive Delta Rule, Regularized Delta Rule, and Delta-Bar-Delta Rule. Each type serves specific learning tasks and network architectures.<\/p>"},{"question":"Where is the Delta rule used?","answer":"<p>The Delta rule finds application in various fields, including pattern recognition, control systems, and signal processing. It is used to solve problems where the network needs to learn from data and adapt to changing conditions.<\/p>"},{"question":"What are the challenges with the Delta rule?","answer":"<p>Some challenges with the Delta rule include convergence speed, potential for getting stuck in local minima, and the need for careful tuning of hyperparameters like the learning rate.<\/p>"},{"question":"How can proxy servers be associated with the Delta rule?","answer":"<p>Proxy servers play a role in data collection and preprocessing, providing a way to gather diverse datasets for training, optimize data acquisition, and ensure data privacy and security during the training process.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476784","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476784\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/476785"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=476784"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}