{"id":477206,"date":"2023-08-09T09:09:19","date_gmt":"2023-08-09T09:09:19","guid":{"rendered":""},"modified":"2023-09-05T11:14:16","modified_gmt":"2023-09-05T11:14:16","slug":"few-shot-learning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/few-shot-learning\/","title":{"rendered":"\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a"},"content":{"rendered":"<h2>\u0645\u0639\u0631\u0641\u06cc<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc 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\u0648\u0638\u0627\u06cc\u0641 \u062c\u062f\u06cc\u062f \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Few-shot Learning<\/h2>\n<p>\u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f \u0634\u0627\u062a \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0633\u0646\u062a\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0633\u0631\u06cc\u0639<\/strong>: \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u062c\u062f\u06cc\u062f \u062a\u0646\u0647\u0627 \u0628\u0627 \u0686\u0646\u062f \u0645\u062b\u0627\u0644 \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u0646\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0627\u0632\u0622\u0645\u0648\u0632\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0645\u06cc\u0645<\/strong>: \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0639\u0645\u06cc\u0645 \u0686\u0634\u0645\u06af\u06cc\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u062f\u0647\u200c\u0646\u0634\u062f\u0647 \u0642\u0628\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0686\u0646\u062f \u0634\u0627\u062a<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0628\u0631\u062a\u0631 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0641\u0642\u0637 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u0646\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0647\u062a\u0631 \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u062c\u062f\u06cc\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f \u0634\u0627\u062a<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0646\u0648\u0639 \u0631\u0627\u06cc\u062c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u0631\u0648\u06cc\u06a9\u0631\u062f<\/strong><\/th>\n<th><strong>\u0634\u0631\u062d<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0627\u0648\u0644\u06cc\u0647<\/strong><\/td>\n<td>\u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0645\u062a\u0631\u06cc\u06a9 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0644\u0627\u0633 \u0634\u06a9\u0644 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642<\/strong><\/td>\n<td>\u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0648 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0633\u06cc\u0627\u0645\u06cc<\/strong><\/td>\n<td>\u0627\u0632 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0634\u0628\u0627\u0647\u062a \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0641\u0631\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc (MAML)<\/strong><\/td>\n<td>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u062c\u062f\u06cc\u062f \u062f\u0631 \u0637\u0648\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f \u0634\u0627\u062a \u0648 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0686\u0627\u0644\u0634 \u0647\u0627<\/h2>\n<p>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u0645\u0686\u0646\u0627\u0646 \u06cc\u06a9 \u062d\u0648\u0632\u0647 \u0641\u0639\u0627\u0644 \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0627\u0647 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f \u0634\u0627\u062a \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0633\u0631\u0639\u062a \u0627\u0634\u06cc\u0627\u0621 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u062f\u0627\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0646\u062d\u0648\u06cc \u062c\u062f\u06cc\u062f \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0632\u0628\u0627\u0646 \u062e\u0627\u0635 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0627 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 \u0645\u062d\u062f\u0648\u062f \u062f\u0631\u06a9 \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>: \u06a9\u0645\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u062f\u0631 \u06cc\u0627 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627.<\/p>\n<\/li>\n<\/ul>\n<p>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u06a9\u0645\u0628\u0648\u062f \u062f\u0627\u062f\u0647<\/strong>: \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0637\u0628\u06cc\u0642 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0631 \u062a\u0639\u0645\u06cc\u0645 \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u0627\u0631<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0648\u0628\u0631\u0648 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u060c \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647\u060c \u062a\u0631\u06a9\u06cc\u0628 \u062f\u0627\u0646\u0634 \u062d\u0648\u0632\u0647 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0641\u0631\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627<\/h2>\n<table>\n<thead>\n<tr>\n<th><strong>\u0645\u0642\u0631\u0631\u0627\u062a<\/strong><\/th>\n<th><strong>\u0634\u0631\u062d<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f \u0634\u0627\u062a<\/strong><\/td>\n<td>\u0628\u0631\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u0633\u0631\u06cc\u0639 \u0648 \u062a\u0639\u0645\u06cc\u0645\u060c \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0639\u062f\u0627\u062f \u06a9\u0645\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631 \u0634\u0627\u062a<\/strong><\/td>\n<td>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0635\u0641\u0631 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u062f\u0627\u0639\u06cc \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/strong><\/td>\n<td>\u0634\u0627\u0645\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0633\u062a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0646\u0648\u06cc\u062f\u0628\u062e\u0634 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0647 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0648\u0633\u0639\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>: \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0641\u0631\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u062c\u0647\u060c \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0647\u062a\u0631 \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0648\u06cc \u062a\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u0648\u0632\u06cc\u0639 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc<\/strong>: \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u062a\u0639\u0627\u0645\u0644\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0641\u0639\u0627\u0644\u0627\u0646\u0647 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f \u0634\u0627\u062a<\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062e\u0648\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0646\u06cc\u0633\u062a\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \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 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0648 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0628\u0627 \u067e\u0646\u0647\u0627\u0646 \u06a9\u0631\u062f\u0646 \u0622\u062f\u0631\u0633 IP \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u0633\u0627\u0633\u060c \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0648 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0646\u0634\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a\u060c \u0644\u0637\u0641\u0627\u064b \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>\n<p><a href=\"https:\/\/towardsdatascience.com\/few-shot-learning-what-is-it-and-how-is-it-done-5b095d8e98b2\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0647 \u0633\u0648\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u2013 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a: \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f\u061f<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/1904.05046\" target=\"_new\" rel=\"noopener nofollow\">Arxiv - \u06cc\u06a9 \u0646\u0638\u0631\u0633\u0646\u062c\u06cc \u062c\u0627\u0645\u0639 \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/nips.cc\/\" target=\"_new\" rel=\"noopener nofollow\">NeurIPS 2021 \u2013 \u06a9\u0646\u0641\u0631\u0627\u0646\u0633 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0639\u0635\u0628\u06cc<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u0633\u0631\u06cc\u0639 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u060c \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u062f\u0627\u0648\u0645 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u062f\u0648\u0646 \u0634\u06a9 \u0622\u06cc\u0646\u062f\u0647\u200c\u0627\u06cc \u0631\u0627 \u0634\u06a9\u0644 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0648 \u0645\u0624\u062b\u0631\u062a\u0631 \u0627\u0632 \u0647\u0645\u06cc\u0634\u0647 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f.<\/p>","protected":false},"featured_media":468393,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477206","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Few-shot learning: A Powerful Approach to Generalization in Machine Learning<\/mark>","faq_items":[{"question":"What is few-shot learning?","answer":"<p>Few-shot learning is an advanced approach in machine learning that allows models to learn new tasks and generalize to unseen data with only a small number of examples. Unlike traditional methods that require vast amounts of labeled data, few-shot learning leverages prior knowledge and learned representations for rapid adaptation.<\/p>"},{"question":"How did few-shot learning originate?","answer":"<p>The concept of few-shot learning was first mentioned in the work of Tom Mitchell in 1980. However, it gained practical significance with the advancements in deep learning and neural networks in the 21st century.<\/p>"},{"question":"How does few-shot learning work?","answer":"<p>Few-shot learning involves a base learner, which is a pre-trained model capturing essential features from general data. It also incorporates metric learning and meta-learning techniques to enable quick adaptation to new tasks.<\/p>"},{"question":"What are the key features of few-shot learning?","answer":"<p>Few-shot learning exhibits rapid adaptation, impressive generalization, and excels in scenarios with numerous classes but few examples per class. It also utilizes transfer learning from pre-trained models.<\/p>"},{"question":"What types of few-shot learning exist?","answer":"<p>Few-shot learning can be categorized into several types, including Prototypical Networks, Matching Networks, Siamese Networks, and Meta-learning (MAML).<\/p>"},{"question":"How can few-shot learning be used?","answer":"<p>Few-shot learning finds applications in object recognition, natural language processing, anomaly detection, and more. However, it faces challenges due to data scarcity and task complexity.<\/p>"},{"question":"What are the main characteristics and comparisons with related terms?","answer":"<p>Few-shot learning is compared to zero-shot learning and transfer learning. While few-shot learning adapts quickly with a few examples, zero-shot learning handles classes with zero examples based on semantic associations.<\/p>"},{"question":"What are the future perspectives and technologies related to few-shot learning?","answer":"<p>The future of few-shot learning includes enhanced algorithms, domain adaptation, and interactive learning systems that actively seek user feedback.<\/p>"},{"question":"How are proxy servers associated with few-shot learning?","answer":"<p>Proxy servers, while not directly related to few-shot learning, can enhance the performance and privacy of machine learning systems by collecting data from various sources while preserving user anonymity and preventing data leakage.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477206","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\/477206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468393"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}