{"id":475934,"date":"2023-08-09T07:24:43","date_gmt":"2023-08-09T07:24:43","guid":{"rendered":""},"modified":"2023-09-05T11:11:39","modified_gmt":"2023-09-05T11:11:39","slug":"attention-mechanism","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/attention-mechanism\/","title":{"rendered":"\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647"},"content":{"rendered":"<p>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u0645\u062d\u0648\u0631\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u062c\u0627\u0632\u0647 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f \u0628\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0647 \u0622\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0645\u0646\u0627\u0628\u0639 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0645\u0631\u062a\u0628\u0637\u200c\u062a\u0631\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u062f. \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 \u062a\u0648\u062c\u0647 \u06a9\u0647 \u062f\u0631 \u0627\u0635\u0644 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u06cc \u0627\u0646\u0633\u0627\u0646 \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u0631\u062a\u06cc\u0628\u06cc \u06cc\u0627 \u0645\u06a9\u0627\u0646\u06cc \u062f\u0631 \u0622\u0646\u0647\u0627 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a\u060c \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0627\u06cc\u062f\u0647 \u062a\u0648\u062c\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0627\u0648\u0627\u06cc\u0644 \u0642\u0631\u0646 \u0628\u06cc\u0633\u062a\u0645 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0648\u0627\u0646\u0634\u0646\u0627\u0633\u06cc \u062c\u0633\u062a\u062c\u0648 \u06a9\u0631\u062f. \u0631\u0648\u0627\u0646\u0634\u0646\u0627\u0633\u0627\u0646 \u0648\u06cc\u0644\u06cc\u0627\u0645 \u062c\u06cc\u0645\u0632 \u0648 \u062c\u0627\u0646 \u062f\u06cc\u0648\u06cc\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0648\u062c\u0647 \u0648 \u0622\u06af\u0627\u0647\u06cc \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646\u062f \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0647\u062f\u0627\u0646\u0627\u0648 \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646\u0634 \u0646\u0633\u0628\u062a \u062f\u0627\u062f. 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\u06af\u0633\u062a\u0631\u062f\u0647 \u0622\u0646 \u06a9\u0645\u06a9 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u062a\u0648\u062c\u0647 \u0642\u0627\u0628\u0644 \u0627\u0646\u0637\u0628\u0627\u0642 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0634\u0631\u062d \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0648 \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0627\u0639\u0645\u0627\u0644 \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc<\/strong>: \u0628\u0631 \u062e\u0644\u0627\u0641 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0633\u0646\u062a\u06cc\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u0646\u062f \u0648 \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a<\/strong>: \u062a\u0648\u062c\u0647 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0628\u0631\u062f \u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u062b\u0628\u062a \u06a9\u0646\u06cc\u062f\u060c \u0648 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0648 \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0628\u06cc\u0646\u0634\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062f\u0644 \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0645\u0631\u062a\u0628\u0637\u200c\u062a\u0631 \u0645\u06cc\u200c\u062f\u0627\u0646\u062f\u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647<\/h2>\n<p>\u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u062e\u0627\u0635 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0631\u0627\u06cc\u062c \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\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><strong>\u062a\u0648\u062c\u0647 \u062c\u0647\u0627\u0646\u06cc<\/strong><\/td>\n<td>\u062a\u0645\u0627\u0645 \u0639\u0646\u0627\u0635\u0631 \u062a\u0648\u0627\u0644\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u062c\u0647 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u0648\u062c\u0647 \u0645\u062d\u0644\u06cc<\/strong><\/td>\n<td>\u0641\u0642\u0637 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc \u0627\u0632 \u0639\u0646\u0627\u0635\u0631 \u062f\u0631 \u062f\u0646\u0628\u0627\u0644\u0647 \u0648\u0631\u0648\u062f\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u0648\u062c\u0647 \u0628\u0647 \u062e\u0648\u062f<\/strong><\/td>\n<td>\u0628\u0647 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u06cc\u06a9 \u062f\u0646\u0628\u0627\u0644\u0647\u060c \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0634\u0631\u06a9\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>Scaled Dot-Product \u062a\u0648\u062c\u0647<\/strong><\/td>\n<td>\u0627\u0632 \u0645\u062d\u0635\u0648\u0644 \u0646\u0642\u0637\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0646\u0627\u067e\u062f\u06cc\u062f \u0634\u062f\u0646\/\u0627\u0646\u0641\u062c\u0627\u0631 \u0634\u06cc\u0628\u200c\u0647\u0627 \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h2>\n<p>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc<\/strong>: \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u06a9\u0644\u0645\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u062f\u0631 \u0637\u0648\u0644 \u062a\u0631\u062c\u0645\u0647\u060c \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u062a\u0635\u0648\u06cc\u0631<\/strong>: \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc\u060c \u062a\u0648\u062c\u0647 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u0634\u0631\u062d\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631<\/strong>: \u062a\u0648\u062c\u0647 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0633\u06cc\u06af\u0646\u0627\u0644 \u0635\u0648\u062a\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0631\u0627 \u0628\u0647\u062a\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0646\u06cc\u0632 \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong>: \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0645\u0627\u0645 \u0639\u0646\u0627\u0635\u0631 \u062f\u0631 \u06cc\u06a9 \u062a\u0648\u0627\u0644\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06af\u0631\u0627\u0646 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634<\/strong>: \u062a\u0648\u062c\u0647 \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0648\u06cc\u0632 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0637\u0628\u06cc\u0642 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u0627\u062a \u0634\u0627\u0645\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <strong>\u062a\u0648\u062c\u0647 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/strong>, <strong>\u062a\u0648\u062c\u0647 \u0686\u0646\u062f \u0633\u0631<\/strong> \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u060c \u0648 <strong>\u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0646\u0635\u0628 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647<\/th>\n<th>\u0634\u0631\u0627\u06cc\u0637 \u0645\u0634\u0627\u0628\u0647 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062a\u0645\u0631\u06a9\u0632\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0647\u062f\u0641<\/strong><\/td>\n<td>\u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637.<\/td>\n<td>\u0647\u062f\u0641\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0641\u0627\u0642\u062f \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0634\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u062c\u0632\u0627\u0621<\/strong><\/td>\n<td>\u067e\u0631\u0633 \u0648 \u062c\u0648\u060c \u06a9\u0644\u06cc\u062f\u060c \u0627\u0631\u0632\u0634<\/td>\n<td>\u0627\u062c\u0632\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0627\u0645\u0627 \u0644\u0632\u0648\u0645\u0627\u064b \u06cc\u06a9\u0633\u0627\u0646 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/strong><\/td>\n<td>NLP\u060c \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0648 \u063a\u06cc\u0631\u0647<\/td>\n<td>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u060c \u0627\u0645\u0627 \u062f\u0631 \u0645\u0648\u0627\u0631\u062f \u062e\u0627\u0635 \u0646\u0647 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u0648\u062b\u0631.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc<\/strong><\/td>\n<td>\u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/td>\n<td>\u0633\u0637\u062d \u0645\u0634\u0627\u0628\u0647\u06cc \u0627\u0632 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc\u060c \u0627\u0645\u0627 \u062a\u0648\u062c\u0647 \u0635\u0631\u06cc\u062d \u062a\u0631 \u0627\u0633\u062a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647<\/h2>\n<p>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0648\u062c\u0647 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/strong>: \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0646\u0647\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0639\u0646\u0627\u0635\u0631 \u0645\u0631\u062a\u0628\u0637 \u062f\u0631 \u0648\u0631\u0648\u062f\u06cc.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u06cc\u0628\u0631\u06cc\u062f\u06cc<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u062a\u0648\u062c\u0647 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u062c\u0647 \u0645\u062a\u0646\u06cc<\/strong>: \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u062c\u0647\u06cc \u06a9\u0647 \u0631\u0641\u062a\u0627\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u0633\u0637\u0647 \u0628\u06cc\u0646 \u06a9\u0644\u0627\u06cc\u0646\u062a \u0647\u0627 \u0648 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646\u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u06cc\u0646 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0648 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0622\u0634\u06a9\u0627\u0631 \u0646\u0628\u0627\u0634\u062f\u060c \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u063a\u06cc\u0631\u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0633\u0631\u0648\u0631 \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u0627\u0646\u0646\u062f OneProxy (oneproxy.pro) \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062e\u0635\u06cc\u0635 \u0645\u0646\u0627\u0628\u0639<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Attention\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0645\u0631\u062a\u0628\u0637 \u062a\u0631\u06cc\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u0631\u0648\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631\u062a\u0631\u06cc \u062a\u062e\u0635\u06cc\u0635 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062a\u0637\u0628\u06cc\u0642\u06cc<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 Attention \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc \u0645\u06a9\u0631\u0631 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0622\u0646 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc<\/strong>: \u062a\u0648\u062c\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u063a\u06cc\u0631\u0639\u0627\u062f\u06cc\u060c \u0628\u0647\u0628\u0648\u062f \u0627\u0645\u0646\u06cc\u062a \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0631\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 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1409.0473\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0647\u062f\u0627\u0646\u0627\u0648 \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646\u060c \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0639\u0635\u0628\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0628\u0631\u0627\u06cc \u062a\u0631\u0627\u0632 \u0648 \u062a\u0631\u062c\u0645\u0647\u060c 2014<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0627\u0633\u0648\u0627\u0646\u06cc \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646\u060c \u062a\u0648\u062c\u0647 \u0647\u0645\u0647 \u0622\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c 2017<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1506.07503\" target=\"_new\" rel=\"noopener nofollow\">Chorowski \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631\u060c 2015<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1502.03044\" target=\"_new\" rel=\"noopener nofollow\">Xu et al., Show, Attend and Tell: Neural Image Caption Generation with Visual Attention, 2015<\/a><\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u060c \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u0628\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u0646\u062f. \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u062f\u0631 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0634\u0631\u062d \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0632\u0645\u06cc\u0646\u0647 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0633\u0631\u0648\u0631 \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u0627\u0646\u0646\u062f OneProxy \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u062e\u0635\u06cc\u0635 \u0645\u0646\u0627\u0628\u0639\u060c \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 \u0648 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u0648 \u062e\u062f\u0645\u0627\u062a \u0628\u0647\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062e\u0648\u062f \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u0646\u062f.<\/p>","protected":false},"featured_media":467660,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475934","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Attention Mechanism: Enhancing Proxy Server Performance<\/mark>","faq_items":[{"question":"What is the Attention mechanism?","answer":"<p>The Attention mechanism is a pivotal concept in deep learning and AI, allowing models to focus on the most relevant information in the input data. It enhances performance across various tasks, such as machine translation, image captioning, and speech recognition, by allocating resources more efficiently.<\/p>"},{"question":"How did the Attention mechanism originate?","answer":"<p>The idea of attention can be traced back to early psychology studies on selective attention and consciousness by William James and John Dewey. In the context of deep learning, the Attention mechanism was first introduced in 2014 by Bahdanau et al. as part of a neural machine translation model.<\/p>"},{"question":"How does the Attention mechanism work?","answer":"<p>The Attention mechanism involves three main components: Query, Key, and Value. It calculates relevance or attention weights between the Query and all Keys, then generates a context vector through a weighted sum of the Values. This context vector is combined with the Query to produce the final output.<\/p>"},{"question":"What are the key features of the Attention mechanism?","answer":"<p>The Attention mechanism offers flexibility, parallelism, and the ability to capture long-range dependencies in data. It also provides interpretability, as it reveals which parts of the input data the model deems most important.<\/p>"},{"question":"What are the types of Attention mechanisms?","answer":"<p>There are different types of Attention mechanisms, including Global Attention, Local Attention, Self-Attention, and Scaled Dot-Product Attention. Each type is suited for specific tasks and data structures.<\/p>"},{"question":"How can the Attention mechanism be used?","answer":"<p>The Attention mechanism has various applications, including machine translation, image captioning, and speech recognition. It helps improve performance in these tasks by focusing on relevant information.<\/p>"},{"question":"What are the challenges of using the Attention mechanism?","answer":"<p>Some challenges include computational complexity when attending to long sequences and the potential for overfitting. Solutions involve sparsity-inducing attention and regularization techniques.<\/p>"},{"question":"How does the Attention mechanism compare to similar terms?","answer":"<p>The Attention mechanism is similar to the concept of focus or selective processing, but it stands out for its integration into neural network architectures and its explicit attention to relevant data.<\/p>"},{"question":"What are the future technologies related to the Attention mechanism?","answer":"<p>Future technologies include sparse attention for improved efficiency, hybrid models integrating attention with other techniques, and contextual attention that adapts based on context.<\/p>"},{"question":"How can proxy servers benefit from the Attention mechanism?","answer":"<p>Proxy servers like OneProxy can indirectly benefit from the Attention mechanism by optimizing resource allocation, adaptive caching, and improving anomaly detection for enhanced security.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/475934","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\/475934\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/467660"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=475934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}