{"id":13938,"date":"2021-04-15T03:48:00","date_gmt":"2021-04-14T22:18:00","guid":{"rendered":"https:\/\/www.datalabelify.com\/en\/?p=13938"},"modified":"2023-11-03T11:58:41","modified_gmt":"2023-11-03T06:28:41","slug":"recurrent-neural-networks","status":"publish","type":"post","link":"https:\/\/www.datalabelify.com\/ar\/\u0627\u0644\u0634\u0628\u0643\u0627\u062a-\u0627\u0644\u0639\u0635\u0628\u064a\u0629-\u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\/","title":{"rendered":"\u0648\u0623\u0648\u0636\u062d \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629"},"content":{"rendered":"<p>\u0645\u0631\u062d\u0628\u064b\u0627 \u0628\u0643 \u0641\u064a \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u062d\u0648\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs)\u060c 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\u0628\u0623\u064a \u0637\u0648\u0644\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645\u060c \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0630\u0627\u0643\u0631\u0629: \u062a\u0645\u062a\u0644\u0643 \u0634\u0628\u0643\u0627\u062a RNN \u0630\u0627\u0643\u0631\u0629 \u0645\u062a\u0623\u0635\u0644\u0629 \u062a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u062a\u0630\u0643\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0637\u0648\u0627\u0644 \u0627\u0644\u0648\u0642\u062a. \u0648\u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0641\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649 \u0648\u0646\u0645\u0630\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n<li>\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0648\u0632\u0646: \u064a\u0645\u0643\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0641\u064a \u0634\u0628\u0643\u0627\u062a RNN \u0639\u0628\u0631 \u062e\u0637\u0648\u0627\u062a \u0632\u0645\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0648\u064a\u062a\u064a\u062d \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0646.<\/li>\n<li>\u0627\u0644\u062f\u0645\u062c \u0645\u0639 \u0634\u0628\u0643\u0627\u062a CNN: \u064a\u0645\u0643\u0646 \u062f\u0645\u062c \u0634\u0628\u0643\u0627\u062a RNN \u0645\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631. \u064a\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0645\u0632\u064a\u062c \u0641\u0639\u0627\u0644\u0627\u064b \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062c\u0648\u0627\u0631 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631.<\/li>\n<\/ol>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0632\u0627\u064a\u0627\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c RNN \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0648\u064a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b. \u062a\u0634\u0643\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0628\u0637\u064a\u0626\u0629 \u0648\u0627\u062e\u062a\u0641\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u062c \u0648\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0645\u0639 \u0648\u0638\u0627\u0626\u0641 \u062a\u0646\u0634\u064a\u0637 \u0645\u0639\u064a\u0646\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0627\u062a RNN.<\/p>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0648\u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 LSTM \u0648GRU \u062a\u0639\u0627\u0644\u062c \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u062a\u062c\u0639\u0644 \u0634\u0628\u0643\u0627\u062a RNN \u0623\u062f\u0648\u0627\u062a \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627.<\/p>\n<h2>\u0639\u064a\u0648\u0628 RNNs<\/h2>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0645\u0632\u0627\u064a\u0627\u0647\u0627\u060c \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs). \u0623\u062d\u062f \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0627\u062a RNN \u0647\u0648 \u0628\u0637\u0621 \u0633\u0631\u0639\u0629 \u062d\u0633\u0627\u0628\u0647\u0627 \u0628\u0633\u0628\u0628 \u0637\u0628\u064a\u0639\u062a\u0647\u0627 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629. \u0648\u0647\u0630\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0639\u064a\u0642 \u0623\u062f\u0627\u0626\u0647\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0633\u0631\u064a\u0639\u0629.<\/p>\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c RNN \u0635\u0639\u0628\u064b\u0627 \u0648\u064a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u062a\u0646\u0634\u064a\u0637 \u0645\u0639\u064a\u0646\u0629 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0623\u064a\u0636\u064b\u0627\u060c \u062d\u064a\u062b \u0623\u0646 \u0634\u0628\u0643\u0627\u062a RNN \u0645\u0639\u0631\u0636\u0629 \u0644\u0645\u0634\u0627\u0643\u0644 \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u0641\u062c\u0627\u0631 \u0648\u0627\u062e\u062a\u0641\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u062c.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u062a\u0639\u0627\u0646\u064a \u0634\u0628\u0643\u0627\u062a RNN \u0645\u0646 \u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649\u060c \u0648\u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0643\u062f\u064a\u0633\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0639\u0645\u064a\u0642\u0629 \u062c\u062f\u064b\u0627. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0642\u062f \u0637\u0648\u0631 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0644\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0648\u062f\u060c \u0645\u062b\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u0648\u0627\u0628\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0645\u062f\u0649 (LSTM) \u0648\u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0627\u0644\u0645\u0633\u0648\u0631\u0629 (GRU) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0634\u0643\u0644\u0629 \u062a\u0644\u0627\u0634\u064a \u0627\u0644\u062a\u062f\u0631\u062c \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649.<\/p>\n<p>\u0644\u0642\u062f \u062d\u0633\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0623\u062f\u0627\u0621 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a RNN \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0628\u0646\u064a\u0627\u062a RNN \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0623\u0631\u0628\u0639\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a RNN:<\/p>\n<ol>\n<li>\u0634\u0628\u0643\u0627\u062a RNN \u0648\u0627\u062d\u062f\u0629 \u0644\u0648\u0627\u062d\u062f: \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u062f\u062e\u0644 \u0648\u0627\u062d\u062f \u0648\u0645\u062e\u0631\u062c \u0648\u0627\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631.<\/li>\n<li>\u0634\u0628\u0643\u0627\u062a RNN \u0648\u0627\u062d\u062f\u0629 \u0625\u0644\u0649 \u0639\u062f\u0629: \u0645\u0639 \u0625\u062f\u062e\u0627\u0644 \u0648\u0627\u062d\u062f \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a RNN \u0647\u0630\u0647 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631.<\/li>\n<li>\u0634\u0628\u0643\u0627\u062a RNN \u0645\u062a\u0639\u062f\u062f\u0629 \u0625\u0644\u0649 \u0648\u0627\u062d\u062f\u0629: \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a RNN \u0647\u0630\u0647 \u0639\u0644\u0649 \u062a\u062c\u0645\u064a\u0639 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0641\u064a \u0645\u062e\u0631\u062c \u0648\u0627\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0641\u064a\u062f\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n<li>\u0634\u0628\u0643\u0627\u062a RNN \u0645\u062a\u0639\u062f\u062f\u0629 \u0625\u0644\u0649 \u0645\u062a\u0639\u062f\u062f\u0629: \u0625\u0646\u0634\u0627\u0621 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645 \u0634\u0628\u0643\u0627\u062a RNN \u0647\u0630\u0647 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062a\u0633\u0627\u0648\u064a\u0629 \u0627\u0644\u062d\u062c\u0645 \u0648\u063a\u064a\u0631 \u0645\u062a\u0633\u0627\u0648\u064a\u0629 \u0627\u0644\u062d\u062c\u0645.<\/li>\n<\/ol>\n<p>\u064a\u0639\u062f \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a RNN \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0627\u0644\u0646\u0627\u062c\u062d \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0627\u0644\u0627\u0639\u062a\u0631\u0627\u0641 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c RNN \u0627\u0644\u0639\u0645\u064a\u0642\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0628\u0637\u064a\u0626\u0629 \u0648\u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0646\u0641\u062c\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0623\u0648 \u062a\u0644\u0627\u0634\u064a\u0647\u0627.<\/p>\n<h2>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629<\/h2>\n<p>\u0628\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0644\u0622\u0646 \u0625\u0644\u0649 \u0645\u0648\u0636\u0648\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u062a\u062c\u062f \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0646\u0638\u0631\u064b\u0627 \u0644\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/p>\n<p>\u0623\u062d\u062f \u0642\u064a\u0648\u062f \u0634\u0628\u0643\u0627\u062a RNN \u0647\u0648 \u062a\u0639\u0627\u0645\u0644\u0647\u0627 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0632\u0639\u062c\u0629. \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0634\u0628\u0643\u0627\u062a RNN \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0639\u0646\u0627\u0635\u0631 \u0633\u0627\u0628\u0642\u0629 \u0636\u0645\u0646 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u060c \u0641\u0625\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0632\u0639\u062c\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0637\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u062a\u0624\u062b\u0631 \u0633\u0644\u0628\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0642\u062f \u0627\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u0637\u0631\u0642 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0644\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<p>\u0647\u0646\u0627\u0643 \u0639\u0627\u0645\u0644 \u0622\u062e\u0631 \u064a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 RNN \u0648\u0647\u0648 \u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0634\u064a\u0637. \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 sigmoid \u0648tanh \u0648ReLU\u060c \u0644\u0647\u0627 \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0644\u0649 \u0642\u062f\u0631\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0627\u0637 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629. \u064a\u0639\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a RNN.<\/p>\n<h2>\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0644\u062a\u062f\u0631\u064a\u0628 RNNs<\/h2>\n<p>\u0645\u0648\u0627\u0635\u0644\u0629 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0627\u0644\u062e\u0648\u0636 \u0641\u064a \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0644\u062a\u062f\u0631\u064a\u0628 \u0647\u0630\u0647 \u0627\u0644\u0634\u0628\u0643\u0627\u062a. \u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644 \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629\u060c \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629:<\/p>\n<ol>\n<li>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0644\u062a\u062f\u0631\u064a\u0628 RNNs:<\/li>\n<\/ol>\n<ul>\n<li>\u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u062a\u0633\u0631\u0628 \u0644\u0645\u0646\u0639 \u0627\u0644\u062a\u062c\u0627\u0648\u0632 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0639\u0637\u064a\u0644 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a.<\/li>\n<li>\u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0633\u0648\u064a\u0629 L1 \u0623\u0648 L2 \u0644\u0625\u0636\u0627\u0641\u0629 \u062d\u062f \u062c\u0632\u0627\u0626\u064a \u0625\u0644\u0649 \u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0634\u062c\u0639 \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0623\u0628\u0633\u0637 \u0648\u0623\u0643\u062b\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0639\u0645\u064a\u0645.<\/li>\n<\/ul>\n<ol>\n<li>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0644\u0627\u0634\u064a\u0629 \u0648\u0627\u0644\u0627\u0646\u0641\u062c\u0627\u0631 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 RNN:<\/li>\n<\/ol>\n<ul>\n<li>\u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0642\u0637\u0639 \u0627\u0644\u062a\u062f\u0631\u062c \u0644\u0644\u062d\u062f \u0645\u0646 \u062d\u062c\u0645 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a\u060c \u0645\u0645\u0627 \u064a\u0645\u0646\u0639\u0647\u0627 \u0645\u0646 \u0623\u0646 \u062a\u0635\u0628\u062d \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0627 \u0623\u0648 \u0635\u063a\u064a\u0631\u0629 \u062c\u062f\u064b\u0627.<\/li>\n<li>\u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u0627\u0644\u0628\u062f\u064a\u0644\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u0635\u062d\u062d\u0629 (ReLU)\u060c \u0644\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0645\u062a\u0644\u0627\u0634\u064a.<\/li>\n<\/ul>\n<h2>\u0623\u0633\u0626\u0644\u0629 \u0645\u0643\u0631\u0631\u0629<\/h2>\n<h3>\u0647\u0644 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0623\u0637\u0648\u0627\u0644 \u0627\u0644\u0645\u062a\u0641\u0627\u0648\u062a\u0629\u061f<\/h3>\n<p>\u062a\u062a\u0645\u062a\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0628\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0623\u0637\u0648\u0627\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u0623\u0637\u0648\u0627\u0644 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p>\u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a 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\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0627\u0644\u0637\u0648\u0644 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646\u0647\u0627 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629.<\/p>\n<h3>\u0643\u064a\u0641 \u062a\u062a\u0639\u0627\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0645\u0639 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649\u061f<\/h3>\n<p>\u062a\u062a\u0639\u0627\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0645\u0639 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0625\u0646\u0647\u0627 \u062a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629 \u0648\u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/p>\n<p>\u062a\u0639\u062a\u0628\u0631 \u0634\u0628\u0643\u0627\u062a RNN \u0645\u0628\u062a\u0643\u0631\u0629 \u0648\u0630\u0627\u062a \u0631\u0624\u064a\u0629 \u0641\u064a \u0646\u0647\u062c\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0646\u0645\u0630\u062c\u0629 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0623\u0637\u0648\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0628\u0646\u064a\u0629 \u0627\u0644\u0634\u0628\u0643\u0629. \u0625\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u062d\u0644\u0627\u064b \u0645\u0648\u062c\u0632\u064b\u0627 \u0648\u0641\u0639\u0627\u0644\u0627\u064b \u0644\u0645\u0639\u0627\u0644\u062c\u0629 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\u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f: \u064a\u062d\u062f\u062b \u0627\u0644\u062a\u062c\u0627\u0648\u0632 \u0639\u0646\u062f\u0645\u0627 \u064a\u0635\u0628\u062d \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639\u0642\u062f\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u064a\u0641\u0634\u0644 \u0641\u064a \u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f. \u0648\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u062f\u064a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u062f\u0642\u064a\u0642\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0634\u064a\/\u0627\u0644\u0627\u0646\u0641\u062c\u0627\u0631: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0639\u064a\u0642 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0634\u064a\/\u0627\u0644\u0627\u0646\u0641\u062c\u0627\u0631 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0625\u0645\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0633\u0628\u0628 \u0641\u064a \u0623\u0646 \u062a\u0635\u0628\u062d \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0623\u0648 \u0643\u0628\u064a\u0631\u0629 \u0644\u0644\u063a\u0627\u064a\u0629. \u064a\u0639\u062f \u0627\u0644\u0642\u0635 \u0627\u0644\u0645\u062a\u062f\u0631\u062c \u0623\u0633\u0644\u0648\u0628\u064b\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 \u063a\u0627\u0644\u0628\u064b\u0627 \u0644\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u062d\u062f\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/li>\n<li>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0628\u0633\u0628\u0628 \u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a LSTM \u0623\u0648 GRU\u060c \u0641\u064a \u0627\u0644\u062a\u0642\u0627\u0637 \u0647\u0630\u0647 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a.<\/li>\n<\/ul>\n<p>\u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u062a\u062a\u0637\u0644\u0628:<\/p>\n<ul>\n<li>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u062f\u0642\u064a\u0642<\/li>\n<li>\u0642\u0637\u0639 \u0627\u0644\u062a\u062f\u0631\u062c<\/li>\n<li>\u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<\/li>\n<\/ul>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c RNN \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/p>\n<h3>\u0645\u0627 \u0647\u064a \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0623\u0631\u0628\u0639\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u061f<\/h3>\n<p>\u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0623\u0631\u0628\u0639\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0647\u064a \u0648\u0627\u062d\u062f \u0625\u0644\u0649 \u0648\u0627\u062d\u062f\u060c \u0648\u0627\u062d\u062f \u0625\u0644\u0649 \u0645\u062a\u0639\u062f\u062f\u060c \u0645\u062a\u0639\u062f\u062f \u0625\u0644\u0649 \u0648\u0627\u062d\u062f\u060c \u0648\u0645\u0646 \u0645\u062a\u0639\u062f\u062f \u0625\u0644\u0649 \u0645\u062a\u0639\u062f\u062f.<\/p>\n<p>\u0648\u0644\u0643\u0644 \u0646\u0648\u0639 \u062e\u0635\u0627\u0626\u0635 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0645\u064a\u0632\u0629.<\/p>\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a RNN \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a RNN \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631.<\/p>\n<p>\u062a\u0639\u062f \u0634\u0628\u0643\u0627\u062a RNN \u0645\u062a\u0639\u062f\u062f\u0629 \u0625\u0644\u0649 \u0648\u0627\u062d\u062f\u0629 \u0645\u0641\u064a\u062f\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a RNN \u0645\u062a\u0639\u062f\u062f\u0629 \u0625\u0644\u0649 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0625\u062e\u0631\u0627\u062c \u0645\u0646 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644.<\/p>\n<p>\u0648\u0644\u0643\u0644 \u0646\u0648\u0639 \u0645\u0632\u0627\u064a\u0627\u0647 \u0648\u0642\u064a\u0648\u062f\u0647\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646 \u062f\u0645\u062c \u0634\u0628\u0643\u0627\u062a RNN \u0645\u0639 \u0623\u0646\u0648\u0627\u0639 \u0623\u062e\u0631\u0649 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621\u061f<\/h3>\n<p>\u0623\u0638\u0647\u0631 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0634\u0628\u0643\u0627\u062a RNN \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0639\u062f\u0629 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0641\u064a \u0643\u0644\u0627 \u0627\u0644\u0628\u0646\u064a\u062a\u064a\u0646\u060c \u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a RNN \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0644\u0645\u062a\u0647\u0627 \u0634\u0628\u0643\u0627\u062a CNN\u060c \u0641\u064a \u062d\u064a\u0646 \u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0644\u0634\u0628\u0643\u0627\u062a RNN.<\/p>\n<p>\u0644\u0642\u062f \u0643\u0627\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u0632\u064a\u062c \u0646\u0627\u062c\u062d\u064b\u0627 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0641\u062a\u062d \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062a\u0637\u0628\u064a\u0642\u0627\u062a RNNs \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645.<\/p>\n<h2>\u062e\u0627\u062a\u0645\u0629<\/h2>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u062a\u0648\u0641\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u062d\u0644\u0627\u064b \u0642\u0648\u064a\u064b\u0627 \u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062a\u0631\u0627\u0628\u0637 \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0632\u0645\u0646.<\/p>\n<p>\u0641\u064a \u062d\u064a\u0646 \u0623\u0646\u0647\u0627 \u062a\u062a\u0645\u062a\u0639 \u0628\u0645\u0632\u0627\u064a\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0630\u0627\u062a\u064a \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0623\u0637\u0648\u0644\u060c \u062a\u0648\u0627\u062c\u0647 \u0634\u0628\u0643\u0627\u062a RNN \u0623\u064a\u0636\u064b\u0627 \u0642\u064a\u0648\u062f\u064b\u0627 \u0645\u062b\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0628\u0637\u064a\u0626\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629.<\/p>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a RNN \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a RNN \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0645\u0647\u062f \u0627\u0644\u0637\u0631\u064a\u0642 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>","protected":false},"excerpt":{"rendered":"<p>Welcome to the ultimate guide on Recurrent Neural Networks (RNNs), a revolutionary tool in the realm of artificial neural networks. With their unparalleled ability to model sequential data and recognize interdependencies, RNNs have emerged as a game-changer in applications like voice search and translation. In this comprehensive guide, we will explore the advantages, limitations, and [&hellip;]<\/p>","protected":false},"author":4,"featured_media":14349,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-13938","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"blocksy_meta":[],"featured_image_urls":{"full":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks.jpg",2240,1260,false],"thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-150x150.jpg",150,150,true],"medium":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-300x169.jpg",300,169,true],"medium_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-768x432.jpg",768,432,true],"large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-1024x576.jpg",1024,576,true],"1536x1536":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-1536x864.jpg",1536,864,true],"2048x2048":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-2048x1152.jpg",2048,1152,true],"trp-custom-language-flag":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-18x10.jpg",18,10,true],"ultp_layout_landscape_large":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-1200x800.jpg",1200,800,true],"ultp_layout_landscape":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-870x570.jpg",870,570,true],"ultp_layout_portrait":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-600x900.jpg",600,900,true],"ultp_layout_square":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-600x600.jpg",600,600,true],"yarpp-thumbnail":["https:\/\/www.datalabelify.com\/wp-content\/uploads\/2021\/04\/Recurrent-Neural-Networks-120x120.jpg",120,120,true]},"post_excerpt_stackable":"<p>Welcome to the ultimate guide on Recurrent Neural Networks (RNNs), a revolutionary tool in the realm of artificial neural networks. With their unparalleled ability to model sequential data and recognize interdependencies, RNNs have emerged as a game-changer in applications like voice search and translation. In this comprehensive guide, we will explore the advantages, limitations, and various types of RNNs, providing you with the knowledge to harness the power of these dynamic networks. Get ready to embark on a journey towards liberation in the world of RNNs. Key Takeaways Recurrent Neural Networks (RNNs) are good at modeling sequential data and have&hellip;<\/p>\n","category_list":"<a href=\"https:\/\/www.datalabelify.com\/ar\/category\/artificial-intelligence\/\" rel=\"category tag\">Artificial intelligence<\/a>","author_info":{"name":"Drew Banks","url":"https:\/\/www.datalabelify.com\/ar\/author\/drewbanks\/"},"comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13938","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/comments?post=13938"}],"version-history":[{"count":1,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13938\/revisions"}],"predecessor-version":[{"id":14152,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/posts\/13938\/revisions\/14152"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/media\/14349"}],"wp:attachment":[{"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/media?parent=13938"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/categories?post=13938"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.datalabelify.com\/ar\/wp-json\/wp\/v2\/tags?post=13938"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}