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\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0642\u062f\u0631\u0627\u062a \u062a\u0639\u0645\u064a\u0645\u064a\u0629 \u0631\u0627\u0626\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0641\u0635\u0648\u0644 \u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u0646\u0627\u0631<\/strong>: \u064a\u062a\u0641\u0648\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0642\u0644\u064a\u0644 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0648\u062c\u062f \u0641\u064a\u0647\u0627 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u062f\u0631\u0627\u0633\u064a\u0629\u060c \u0648\u0644\u0643\u0646 \u0643\u0644 \u0641\u0635\u0644 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0641\u0642\u0637.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0633\u064a\u0637 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u062a\u0643\u064a\u0641 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0633\u064a\u0637 \u0625\u0644\u0649 \u0639\u062f\u0629 \u0645\u0646\u0627\u0647\u062c\u060c \u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0647\u0627. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0627\u0626\u0639\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u064a\u0642\u062a\u0631\u0628<\/strong><\/th>\n<th><strong>\u0648\u0635\u0641<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629<\/strong><\/td>\n<td>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0644\u062a\u0639\u0644\u0645 \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u0631\u064a\u0629 \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0634\u0643\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0644\u0644\u0641\u0635\u0644.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629<\/strong><\/td>\n<td>\u064a\u0633\u062a\u062e\u062f\u0645 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062f\u0639\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0645\u064a\u0629<\/strong><\/td>\n<td>\u064a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u062a\u064a\u0646 \u0639\u0635\u0628\u064a\u062a\u064a\u0646 \u0628\u0623\u0648\u0632\u0627\u0646 \u0645\u0634\u062a\u0631\u0643\u0629 \u0644\u062a\u0639\u0644\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0644\u0644\u062a\u0635\u0646\u064a\u0641.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0648\u064a (MAML)<\/strong><\/td>\n<td>\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0646\u0634\u0631.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a<\/h2>\n<p>\u0625\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0633\u064a\u0637 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0648\u0644\u0627 \u062a\u0632\u0627\u0644 \u0645\u062c\u0627\u0644\u064b\u0627 \u0646\u0634\u0637\u064b\u0627 \u0644\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u062a\u0637\u0648\u064a\u0631. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621<\/strong>: \u064a\u0633\u0645\u062d \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0644\u062a\u0639\u0631\u0641 \u0628\u0633\u0631\u0639\u0629 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0645\u0635\u0646\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong>: \u0625\u0646\u0647\u0627 \u062a\u0645\u0643\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0645\u0646 \u0641\u0647\u0645 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0645\u0639 \u0639\u064a\u0646\u0627\u062a \u0646\u0635\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a<\/strong>: \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0646\u0627\u062f\u0631\u0629 \u0623\u0648 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<\/ul>\n<p>\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u062c\u0631\u0639\u0627\u062a \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062f\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u062c\u0627\u0648\u0632 \u0648\u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0645\u0647\u0645\u0629<\/strong>: \u0642\u062f \u064a\u0648\u0627\u062c\u0647 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062d\u062f\u0648\u062f \u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0630\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<\/ul>\n<p>\u0648\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062f\u0645\u062c \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0648\u064a.<\/p>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a<\/h2>\n<table>\n<thead>\n<tr>\n<th><strong>\u0634\u0631\u0648\u0637<\/strong><\/th>\n<th><strong>\u0648\u0635\u0641<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a<\/strong><\/td>\n<td>\u064a\u062f\u0631\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0639\u062f\u062f \u0635\u063a\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u062f\u0648\u0646 \u0637\u0644\u0642\u0629<\/strong><\/td>\n<td>\u064a\u0648\u0633\u0639 \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062d\u062f\u0648\u062f \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong><\/td>\n<td>\u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a<\/h2>\n<p>\u064a\u062d\u0645\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0633\u064a\u0637 \u0648\u0639\u0648\u062f\u064b\u0627 \u0647\u0627\u0626\u0644\u0629\u060c \u062d\u064a\u062b \u064a\u0648\u0627\u0635\u0644 \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0639\u0646\u0627\u0646 \u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a. \u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\n<p><strong>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062d\u0633\u0646\u0629 \u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u0646\u0627\u0631<\/strong>: \u0625\u0646 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0648\u064a \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0633\u064a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0643\u064a\u0641 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0643\u064a\u0641 \u0627\u0644\u0645\u062c\u0627\u0644<\/strong>: \u0633\u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644 \u0645\u0639 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0645\u062c\u0627\u0644 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a<\/strong>: \u0623\u0646\u0638\u0645\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0642\u0635\u064a\u0631\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0634\u0643\u0644 \u0646\u0634\u0637 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644<\/h2>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0646\u0641\u0633\u0647\u0627 \u0644\u0627 \u062a\u0631\u062a\u0628\u0637 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0633\u064a\u0637\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0648\u062e\u0635\u0648\u0635\u064a\u0629 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0643\u0648\u0633\u0637\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u062e\u0641\u0627\u0621 \u0639\u0646\u0627\u0648\u064a\u0646 IP \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629. \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644\u060c \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 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0645\u0646\u0639 \u062a\u0633\u0631\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\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 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644 \u0627\u0644\u0644\u0642\u0637\u0627\u062a\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>\n<p><a href=\"https:\/\/towardsdatascience.com\/few-shot-learning-what-is-it-and-how-is-it-done-5b095d8e98b2\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u062d\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062d\u062f\u0648\u062f: \u0645\u0627 \u0647\u0648 \u0648\u0643\u064a\u0641 \u064a\u062a\u0645 \u0630\u0644\u0643\u061f<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/1904.05046\" target=\"_new\" rel=\"noopener nofollow\">Arxiv \u2013 \u0645\u0633\u062d \u0634\u0627\u0645\u0644 \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/nips.cc\/\" target=\"_new\" rel=\"noopener nofollow\">NeurIPS 2021 \u2013 \u0645\u0624\u062a\u0645\u0631 \u062d\u0648\u0644 \u0623\u0646\u0638\u0645\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u064a\u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629 \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \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 \u0628\u0633\u0631\u0639\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u062a\u0641\u062a\u062d \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0644\u0627 \u0634\u0643 \u0623\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a \u0633\u064a\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0628\u0644\u064b\u0627 \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0622\u0644\u0627\u062a \u0623\u0646 \u062a\u062a\u0639\u0644\u0645 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u0623\u064a \u0648\u0642\u062a \u0645\u0636\u0649.<\/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\/ar\/wp-json\/wp\/v2\/wiki\/477206","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\/477206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468393"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}