{"id":479752,"date":"2023-08-09T10:44:16","date_gmt":"2023-08-09T10:44:16","guid":{"rendered":""},"modified":"2023-09-05T11:19:30","modified_gmt":"2023-09-05T11:19:30","slug":"zero-shot-learning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/zero-shot-learning\/","title":{"rendered":"\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a"},"content":{"rendered":"<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0642\u062f\u0631\u062a \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0634\u06cc\u0627 \u06cc\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0628\u0627 \u0622\u0646\u200c\u0647\u0627 \u0645\u0648\u0627\u062c\u0647 \u0646\u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0633\u0646\u062a\u06cc\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u0628\u06cc\u0646\u0646\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u062f\u0627\u0646\u0634 \u0645\u0648\u062c\u0648\u062f \u0628\u0647 \u0645\u0648\u0642\u0639\u06cc\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u062f\u0648\u0646 \u0622\u0645\u0648\u0632\u0634 \u0635\u0631\u06cc\u062d \u062a\u0639\u0645\u06cc\u0645 \u062f\u0647\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0627\u062a \u0635\u0641\u0631 \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0622\u0646<\/h2>\n<p>\u0631\u06cc\u0634\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0627\u0648\u0627\u06cc\u0644 \u062f\u0647\u0647 2000 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0634\u0631\u0648\u0639 \u0628\u0647 \u06a9\u0634\u0641 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u0646\u0634 \u062f\u0631 \u0628\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641 \u06a9\u0631\u062f\u0646\u062f. \u062f\u0631 \u0633\u0627\u0644 2009\u060c \u062f\u0648\u0644\u0648\u0631\u0633 \u067e\u0627\u0631\u0627 \u0648 \u0622\u0646\u062a\u0648\u0646\u06cc\u0648 \u062a\u0648\u0631\u0627\u0644\u0628\u0627\u060c \u0645\u062d\u0642\u0642\u06cc\u0646\u06cc\u060c \u0627\u0635\u0637\u0644\u0627\u062d &quot;\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627 \u0634\u0627\u062a \u0635\u0641\u0631&quot; \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u062e\u0648\u062f\u060c &quot;\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627 \u0634\u0627\u062a \u0635\u0641\u0631 \u0627\u0632 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc&quot; \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u0647\u0645 \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u06af\u0630\u0627\u0634\u062a.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a. \u06af\u0633\u062a\u0631\u0634 \u0645\u0628\u062d\u062b \u0622\u0645\u0648\u0632\u0634 \u0635\u0641\u0631 \u0634\u0627\u062a.<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0633\u0646\u062a\u06cc - \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 - \u0645\u0642\u0627\u0628\u0644\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u062d\u062a \u0646\u0638\u0627\u0631\u062a \u0645\u0631\u0633\u0648\u0645\u060c \u0645\u062f\u0644 \u0647\u0627 \u0628\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u0647\u0631 \u06a9\u0644\u0627\u0633\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0622\u0646 \u0628\u0631\u062e\u0648\u0631\u062f \u06a9\u0646\u0646\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f. \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a\u060c \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0645\u06a9\u06cc \u0645\u0627\u0646\u0646\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc\u060c \u062a\u0648\u0635\u06cc\u0641\u0627\u062a \u0645\u062a\u0646\u06cc \u06cc\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0631\u062a\u0628\u0637 \u0628\u0631\u0627\u06cc \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0634\u06a9\u0627\u0641 \u0628\u06cc\u0646 \u0645\u0642\u0648\u0644\u0647 \u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0631\u0648\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a. \u0622\u0645\u0648\u0632\u0634 \u0635\u0641\u0631 \u0634\u0627\u062a \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a:<\/p>\n<ol>\n<li><strong>\u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong>: \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0648 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0634\u062a\u0631\u06a9 \u062c\u0627\u0633\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0631\u0648\u0627\u0628\u0637 \u0622\u0646\u0647\u0627 \u0636\u0628\u0637 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u06cc\u0698\u06af\u06cc<\/strong>: \u0645\u062f\u0644 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/li>\n<li><strong>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0636\u0631\u0628\u0647 \u0635\u0641\u0631<\/strong>: \u0648\u0642\u062a\u06cc \u0628\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u062c\u062f\u06cc\u062f \u0645\u0648\u0627\u062c\u0647 \u0645\u06cc\u200c\u0634\u0648\u06cc\u0645\u060c \u0645\u062f\u0644 \u0627\u0632 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0622\u0646\u060c \u062d\u062a\u06cc \u0628\u062f\u0648\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0642\u0628\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a.<\/h2>\n<p>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u062a\u0639\u0645\u06cc\u0645<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u062f\u0627\u062f\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u0646\u062f.<\/li>\n<li><strong>\u062f\u0631\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong>: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0635\u0641\u0627\u062a \u0648 \u062a\u0648\u0635\u06cc\u0641\u0627\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0631\u06a9 \u062f\u0642\u06cc\u0642 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0634\u0627\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a<\/h2>\n<p>\u0686\u0646\u062f\u06cc\u0646 \u0646\u0648\u0639 \u0631\u0648\u06cc\u06a9\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li><strong>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0648\u06cc\u0698\u06af\u06cc<\/strong>: \u0645\u062f\u0644 \u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong>: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u0648 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc.<\/li>\n<li><strong>\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/strong>: \u062a\u0631\u06a9\u06cc\u0628 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0645\u06a9\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0631.<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062c\u062f\u0648\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0622\u0646\u0647\u0627 \u0631\u0627 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0631\u0648\u06cc\u06a9\u0631\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0648\u06cc\u0698\u06af\u06cc<\/td>\n<td>\u0628\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0647\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc<\/td>\n<td>\u0627\u0632 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/td>\n<td>\u0686\u0646\u062f\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0642\u062a \u0628\u06cc\u0634\u062a\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0648\u0634 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Zero-shot Learning\u060c \u0645\u0633\u0627\u0626\u0644 \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647.<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li><strong>\u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631<\/strong>: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0628\u062f\u06cc\u0639 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631.<\/li>\n<li><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/strong>: \u062f\u0631\u06a9 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647.<\/li>\n<li><strong>\u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u067e\u0632\u0634\u06a9\u06cc<\/strong>: \u062a\u0634\u062e\u06cc\u0635 \u0634\u0631\u0627\u06cc\u0637 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0686\u0627\u0644\u0634 \u0647\u0627 \u0634\u0627\u0645\u0644 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062f\u0642\u062a \u0627\u0633\u062a. \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627 \u0634\u0627\u0645\u0644 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0628\u0647\u062a\u0631 \u0648 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \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>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a<\/th>\n<th>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/th>\n<th>\u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f \u0634\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u062c\u062f\u06cc\u062f<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0631\u0686\u0633\u0628 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u062f\u0647<\/td>\n<td>\u06a9\u0645<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637 \u062a\u0627 \u0632\u06cc\u0627\u062f<\/td>\n<td>\u06a9\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0639\u0645\u06cc\u0645<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/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\u0628\u0648\u0637 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a.<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0627\u062a \u0635\u0641\u0631 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632\u06cc \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li><strong>\u0641\u0631\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>: \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f \u0686\u06af\u0648\u0646\u0647 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f\u060c \u062a\u0633\u0631\u06cc\u0639 \u062f\u0631 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc.<\/li>\n<li><strong>\u0622\u0645\u0648\u0632\u0634 \u062a\u0642\u0648\u06cc\u062a\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0628\u0627 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u0647\u0627\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a.<\/li>\n<li><strong>\u0641\u06cc\u0648\u0698\u0646 \u0686\u0646\u062f\u0648\u062c\u0647\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a<\/strong>: \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0628\u0647 \u0686\u0646\u062f \u0631\u0648\u0634 \u062f\u0627\u062f\u0647.<\/li>\n<\/ul>\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 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0634\u062f.<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a \u062f\u0627\u0631\u0646\u062f:<\/p>\n<ul>\n<li><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0627\u0632 \u0645\u0646\u0627\u0637\u0642 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u0631\u0648\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u063a\u0646\u06cc \u062a\u0631 \u06a9\u0631\u062f.<\/li>\n<li><strong>\u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u067e\u0648\u0634\u0627\u0646\u062f\u0646 \u0645\u0646\u0634\u0627\u0621 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0627\u0632 \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0627 \u0645\u0642\u0631\u0631\u0627\u062a \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\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 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a\u060c \u0627\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<ul>\n<li><a href=\"\/ir\/link-to-paper\/\" target=\"_new\" rel=\"noopener\">\u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc \u062f\u0648\u0644\u0648\u0631\u0633 \u067e\u0627\u0631\u0627 \u0648 \u0622\u0646\u062a\u0648\u0646\u06cc\u0648 \u062a\u0648\u0631\u0627\u0644\u0628\u0627<\/a><\/li>\n<li><a href=\"\/ir\/link-to-survey\/\" target=\"_new\" rel=\"noopener\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a: \u06cc\u06a9 \u0646\u0638\u0631\u0633\u0646\u062c\u06cc \u062c\u0627\u0645\u0639<\/a><\/li>\n<li><a href=\"\/ir\/link-to-advances\/\" target=\"_new\" rel=\"noopener\">\u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a<\/a><\/li>\n<\/ul>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0644\u0645\u0631\u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0634\u0627\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0646\u06af \u0628\u0646\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f \u0648 \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u0646\u062f \u06a9\u0647 \u0632\u0645\u0627\u0646\u06cc \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0628\u0648\u062f. \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc\u060c \u0633\u0641\u0631 \u0628\u0647 \u0633\u0645\u062a \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u0627 \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u06cc\u0634 \u0627\u0632 \u0647\u0631 \u0632\u0645\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a.<\/p>","protected":false},"featured_media":470992,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479752","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Zero-shot Learning: Bridging the Gap between Knowledge and Adaptability<\/mark>","faq_items":[{"question":"What is Zero-shot Learning?","answer":"Zero-shot learning is a revolutionary approach in artificial intelligence and machine learning. Unlike traditional methods that require extensive labeled data for each new class, zero-shot learning allows models to generalize and recognize new concepts they haven't been directly trained on. This is achieved by leveraging auxiliary information like semantic attributes and descriptions."},{"question":"How did Zero-shot Learning originate?","answer":"The concept of Zero-shot Learning dates back to the early 2000s. In 2009, researchers Dolores Parra and Antonio Torralba coined the term in their paper \"Zero-Shot Learning from Semantic Descriptions.\" This marked the beginning of exploring ways to enable models to adapt and learn from novel classes without explicit training."},{"question":"How does Zero-shot Learning work?","answer":"Zero-shot learning involves several steps:\r\n<ol>\r\n \t<li><strong>Semantic Embeddings<\/strong>: Data and classes are embedded in a semantic space.<\/li>\r\n \t<li><strong>Attribute Learning<\/strong>: Models learn to predict attributes of classes.<\/li>\r\n \t<li><strong>Zero-shot Prediction<\/strong>: When encountering a new class, the model uses attributes to predict features.<\/li>\r\n<\/ol>"},{"question":"What are the key features of Zero-shot Learning?","answer":"Key features include:\r\n<ul>\r\n \t<li><strong>Generalization<\/strong>: Models can recognize new classes quickly.<\/li>\r\n \t<li><strong>Semantic Understanding<\/strong>: Using semantic attributes enhances nuanced comprehension.<\/li>\r\n \t<li><strong>Reduced Data Dependency<\/strong>: Less labeled data is needed, reducing data acquisition costs.<\/li>\r\n<\/ul>"},{"question":"What types of Zero-shot Learning exist?","answer":"There are several types:\r\n<ol>\r\n \t<li><strong>Attribute-based<\/strong>: Predicts attributes for class inference.<\/li>\r\n \t<li><strong>Semantic-based<\/strong>: Relies on semantic relationships.<\/li>\r\n \t<li><strong>Hybrid Approaches<\/strong>: Combines multiple sources of information.<\/li>\r\n<\/ol>"},{"question":"Where can Zero-shot Learning be applied?","answer":"Zero-shot learning finds applications in:\r\n<ul>\r\n \t<li><strong>Image Recognition<\/strong>: Identifying new objects in images.<\/li>\r\n \t<li><strong>Natural Language Processing<\/strong>: Understanding and generating text on unseen topics.<\/li>\r\n \t<li><strong>Medical Imaging<\/strong>: Diagnosing conditions for new diseases.<\/li>\r\n<\/ul>"},{"question":"What challenges does Zero-shot Learning face?","answer":"Challenges include data sparsity and accuracy limitations. Solutions involve better attribute annotation and improved semantic embeddings."},{"question":"How does Zero-shot Learning compare to Transfer Learning and Few-shot Learning?","answer":"<table>\r\n<thead>\r\n<tr>\r\n<th>Characteristic<\/th>\r\n<th>Zero-shot Learning<\/th>\r\n<th>Transfer Learning<\/th>\r\n<th>Few-shot Learning<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<td>Adaptability to New Tasks<\/td>\r\n<td>High<\/td>\r\n<td>Moderate<\/td>\r\n<td>Moderate<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>Labeled Data Requirement<\/td>\r\n<td>Low<\/td>\r\n<td>Moderate to High<\/td>\r\n<td>Low<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>Generalization Ability<\/td>\r\n<td>High<\/td>\r\n<td>High<\/td>\r\n<td>Moderate<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>"},{"question":"What does the future hold for Zero-shot Learning?","answer":"The future brings exciting prospects:\r\n<ul>\r\n \t<li><strong>Meta-learning<\/strong>: Models learn how to learn, speeding up adaptation.<\/li>\r\n \t<li><strong>Zero-shot Reinforcement Learning<\/strong>: Merging reinforcement learning with zero-shot paradigms.<\/li>\r\n \t<li><strong>Zero-shot Multimodal Fusion<\/strong>: Extending zero-shot learning across different data types.<\/li>\r\n<\/ul>"},{"question":"How are proxy servers related to Zero-shot Learning?","answer":"Proxy servers play a vital role:\r\n<ul>\r\n \t<li><strong>Data Collection<\/strong>: They gather diverse data from various regions, enriching training.<\/li>\r\n \t<li><strong>Privacy Protection<\/strong>: Proxy servers ensure data privacy by masking data request origins.<\/li>\r\n<\/ul>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479752","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\/479752\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/470992"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=479752"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}