{"id":477882,"date":"2023-08-09T09:22:01","date_gmt":"2023-08-09T09:22:01","guid":{"rendered":""},"modified":"2023-09-05T11:15:36","modified_gmt":"2023-09-05T11:15:36","slug":"long-short-term-memory-lstm","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/long-short-term-memory-lstm\/","title":{"rendered":"\u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM)"},"content":{"rendered":"<p>\u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u0628\u0644\u0646\u062f \u0645\u062f\u062a (LSTM) \u0646\u0648\u0639\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc (RNN) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u063a\u0644\u0628\u0647 \u0628\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc RNN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062f\u0631 \u06af\u0631\u0641\u062a\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. LSTM \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u0634\u06a9\u0644\u0627\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0646\u0627\u067e\u062f\u06cc\u062f \u0634\u062f\u0646 \u0648 \u0627\u0646\u0641\u062c\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0627\u0646\u0639 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 RNN \u0647\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u062f\u0646\u0628\u0627\u0644\u0647 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u06cc \u0634\u062f\u060c \u0645\u0639\u0631\u0641\u06cc \u0634\u062f. \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc \u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u0628\u0644\u0646\u062f \u0645\u062f\u062a (LSTM) \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0622\u0646<\/h2>\n<p>\u0645\u0639\u0645\u0627\u0631\u06cc LSTM \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062a\u0648\u0633\u0637 Sepp Hochreiter \u0648 J\u00fcrgen Schmidhuber \u062f\u0631 \u0633\u0627\u0644 1997 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f. \u0645\u0642\u0627\u0644\u0647 \u0622\u0646\u0647\u0627 \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &quot;\u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u0637\u0648\u0644\u0627\u0646\u06cc&quot;\u060c \u0645\u0641\u0647\u0648\u0645 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc LSTM \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0647 \u062d\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644\u06cc \u06a9\u0647 RNN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0647\u0633\u062a\u0646\u062f \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f. \u0622\u0646\u0647\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646\u062f \u06a9\u0647 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc LSTM \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0631\u0627 \u062f\u0631 \u062a\u0648\u0627\u0644\u06cc \u0647\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f \u0648 \u062d\u0641\u0638 \u06a9\u0646\u0646\u062f\u060c \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0647\u0633\u062a\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM)<\/h2>\n<p>LSTM \u062a\u0648\u0633\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0627\u0635\u0644\u06cc RNN \u0627\u0633\u062a\u060c \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u062f\u0631 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062d\u0641\u0638 \u06cc\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646\u062f. \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u067e\u0634\u062a LSTM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc\u06cc \u0645\u0633\u0626\u0648\u0644 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u062a\u0648\u0633\u0637 \u0633\u0647 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u0627\u062f\u0627\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f: \u062f\u0631\u0648\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc\u060c \u062f\u0631\u0648\u0627\u0632\u0647 \u0641\u0631\u0627\u0645\u0648\u0634\u06cc \u0648 \u062f\u0631\u0648\u0627\u0632\u0647 \u062e\u0631\u0648\u062c\u06cc.<\/p>\n<h3>\u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u0628\u0644\u0646\u062f \u0645\u062f\u062a (LSTM)<\/h3>\n<ol>\n<li>\n<p><strong>\u062f\u0631\u0648\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc:<\/strong> \u06af\u06cc\u062a \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc\u0632\u0627\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u062f\u06cc\u062f \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0633\u0644\u0648\u0644 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0645\u0631\u062d\u0644\u0647 \u0632\u0645\u0627\u0646\u06cc \u0641\u0639\u0644\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634 \u0627\u0632 \u0622\u0646 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0631\u0648\u0627\u0632\u0647 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646:<\/strong> \u062f\u0631\u0648\u0627\u0632\u0647 \u0641\u0631\u0627\u0645\u0648\u0634\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0686\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0628\u0627\u06cc\u062f \u0627\u0632 \u0633\u0644\u0648\u0644 \u062d\u0627\u0641\u0638\u0647 \u062d\u0630\u0641 \u0634\u0648\u0646\u062f. \u0648\u0631\u0648\u062f\u06cc \u0627\u0632 \u0645\u0631\u062d\u0644\u0647 \u0632\u0645\u0627\u0646\u06cc \u0642\u0628\u0644\u06cc \u0648 \u0645\u0631\u062d\u0644\u0647 \u0632\u0645\u0627\u0646\u06cc \u0641\u0639\u0644\u06cc \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0642\u0628\u0644\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0631\u062a\u0628\u0637 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0631\u0648\u0627\u0632\u0647 \u062e\u0631\u0648\u062c\u06cc:<\/strong> \u06af\u06cc\u062a \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc\u0632\u0627\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0633\u0644\u0648\u0644 \u062d\u0627\u0641\u0638\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0648\u0627\u062d\u062f LSTM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062c\u0631\u06cc\u0627\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0646 \u06af\u06cc\u062a\u200c\u0647\u0627\u060c LSTM \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u0628\u0644\u0646\u062f\u0645\u062f\u062a \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u062f \u0648 \u0628\u0631 \u0645\u0634\u06a9\u0644\u0627\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0632 \u0628\u06cc\u0646 \u0631\u0641\u062a\u0646 \u0648 \u0627\u0646\u0641\u062c\u0627\u0631\u06cc \u06a9\u0647 RNN\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0647\u0633\u062a\u0646\u062f \u063a\u0644\u0628\u0647 \u06a9\u0646\u062f.<\/p>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM)<\/h2>\n<p>LSTM \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0645\u0648\u062b\u0631 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0628\u0644\u0646\u062f \u0645\u062f\u062a:<\/strong> LSTM \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0631\u0627 \u0627\u0632 \u0645\u0631\u0627\u062d\u0644 \u0632\u0645\u0627\u0646\u06cc \u06af\u0630\u0634\u062a\u0647 \u062f\u0648\u0631 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0628\u0631\u062f \u0645\u0646\u0627\u0633\u0628 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646:<\/strong> \u0645\u0639\u0645\u0627\u0631\u06cc LSTM \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0645\u0634\u06a9\u0644\u0627\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0646\u0627\u067e\u062f\u06cc\u062f \u0634\u062f\u0646 \u0648 \u0627\u0646\u0641\u062c\u0627\u0631 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0627\u0641\u0638\u0647 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc:<\/strong> \u0648\u0627\u062d\u062f\u0647\u0627\u06cc LSTM \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0631 \u0645\u0631\u062a\u0628\u0637 \u062a\u0631\u06cc\u0646 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062f\u0646\u0628\u0627\u0644\u0647 \u0648\u0631\u0648\u062f\u06cc \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> LSTM \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0637\u0648\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM)<\/h2>\n<p>LSTM \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0648 \u067e\u0633\u0648\u0646\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 LSTM \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0648\u0627\u0646\u06cc\u0644 LSTM:<\/strong> \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f LSTM \u06a9\u0647 \u0642\u0628\u0644\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0627\u062d\u062f \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u062f\u0631\u062f\u0627\u0631 (GRU):<\/strong> \u0646\u0633\u062e\u0647 \u0633\u0627\u062f\u0647 \u0634\u062f\u0647 LSTM \u0628\u0627 \u062a\u0646\u0647\u0627 \u062f\u0648 \u06af\u06cc\u062a (\u0628\u0627\u0632\u0646\u0634\u0627\u0646\u06cc \u06af\u06cc\u062a \u0648 \u06af\u06cc\u062a \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc).<\/p>\n<\/li>\n<li>\n<p><strong>\u0686\u0634\u0645\u06cc LSTM:<\/strong> \u062a\u0648\u0633\u0639\u0647 \u0627\u06cc \u0627\u0632 LSTM \u06a9\u0647 \u0628\u0647 \u06af\u06cc\u062a \u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 \u0648\u0636\u0639\u06cc\u062a \u0633\u0644\u0648\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>LSTM \u0628\u0627 \u062a\u0648\u062c\u0647:<\/strong> \u062a\u0631\u06a9\u06cc\u0628 LSTM \u0628\u0627 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0628\u0631\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 \u062f\u0646\u0628\u0627\u0644\u0647 \u0648\u0631\u0648\u062f\u06cc.<\/p>\n<\/li>\n<li>\n<p><strong>LSTM \u062f\u0648 \u0637\u0631\u0641\u0647:<\/strong> \u0646\u0648\u0639 LSTM \u06a9\u0647 \u062a\u0648\u0627\u0644\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0631 \u062c\u0647\u062a \u062c\u0644\u0648 \u0648 \u0639\u0642\u0628 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>LSTM \u0627\u0646\u0628\u0627\u0634\u062a\u0647 \u0634\u062f\u0647:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0627\u0632 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc LSTM \u0628\u0631\u0627\u06cc \u062b\u0628\u062a \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM)\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/h2>\n<p>LSTM \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc:<\/strong> LSTM \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631:<\/strong> LSTM \u062f\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u0648 \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc:<\/strong> LSTM \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627 \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0627\u0631 \u0627\u0646\u0631\u0698\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0698\u0633\u062a:<\/strong> LSTM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0644\u06af\u0648\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0698\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c LSTM \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0627\u0631\u062f\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc:<\/strong> \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc LSTM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0641\u0634\u0631\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634:<\/strong> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LSTM \u0645\u0633\u062a\u0639\u062f \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u0647\u0633\u062a\u0646\u062f\u060c \u06a9\u0647 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u0627\u0646 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0622\u0645\u0648\u0632\u0634:<\/strong> \u0622\u0645\u0648\u0632\u0634 LSTM \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0632\u0645\u0627\u0646 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u063a\u0644\u0628\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u060c \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0631\u0648\u06cc \u0628\u0647\u0628\u0648\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u062a\u0648\u0633\u0639\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0648 \u06a9\u0634\u0641 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<h2>\u0645\u0634\u062e\u0635\u0627\u062a \u0627\u0635\u0644\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0647\u0631\u0633\u062a<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0628\u06cc\u0646 LSTM \u0648 \u0633\u0627\u06cc\u0631 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062f\u062a\u060c \u0627\u0635\u0637\u0644\u0627\u062d<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<th>\u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>RNN (\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u06a9\u0631\u0631)<\/td>\n<td>\u0646\u0648\u0639\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a<\/td>\n<td>\u0641\u0627\u0642\u062f \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc LSTM \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0627\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td>GRU (\u0648\u0627\u062d\u062f \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u062f\u0631\u062f\u0627\u0631)<\/td>\n<td>\u0646\u0633\u062e\u0647 \u0633\u0627\u062f\u0647 \u0634\u062f\u0647 LSTM \u0628\u0627 \u06af\u06cc\u062a \u0647\u0627\u06cc \u06a9\u0645\u062a\u0631<\/td>\n<td>\u062f\u0631\u0648\u0627\u0632\u0647 \u0647\u0627\u06cc \u06a9\u0645\u062a\u0631\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0633\u0627\u062f\u0647 \u062a\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u0646\u062f\u0647<\/td>\n<td>\u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u062f\u0646\u0628\u0627\u0644\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644\u0647<\/td>\n<td>\u0628\u062f\u0648\u0646 \u0639\u0648\u062f\u060c \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062e\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>LSTM \u0628\u0627 \u062a\u0648\u062c\u0647<\/td>\n<td>LSTM \u0628\u0627 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a<\/td>\n<td>\u062a\u0645\u0631\u06a9\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u062a\u0648\u0627\u0644\u06cc \u0648\u0631\u0648\u062f\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM)<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 LSTM \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0646\u062a\u0638\u0627\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0647\u0631\u0647 \u0648\u0631\u06cc:<\/strong> \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0628\u0631 \u0631\u0648\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc LSTM \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062a\u0642\u0627\u0644\u06cc:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc LSTM \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u062a\u0639\u0645\u06cc\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0628\u06cc\u0646 \u0631\u0634\u062a\u0647 \u0627\u06cc:<\/strong> LSTM \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0645\u0627\u0644\u06cc \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644 \u0628\u0647 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u0631\u0641\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc:<\/strong> \u062a\u0631\u06a9\u06cc\u0628 LSTM \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM) \u0645\u0631\u062a\u0628\u0637 \u06a9\u0631\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u0648\u0628\u060c \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062f\u0627\u0631\u0646\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627 LSTM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LSTM \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0648\u0638\u0627\u06cc\u0641 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0622\u062f\u0631\u0633 IP \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u0646\u062f\u060c \u0627\u0632 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u062b\u0627\u0628\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 LSTM \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0627\u0636\u0627\u0641\u06cc \u0627\u0632 \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646\u060c \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u06cc\u0645\u0646 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LSTM \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0631:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0628\u0627\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0647\u0646\u06af\u0627\u0645 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f LSTM \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u06a9\u0627\u0646:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0631\u0627\u06a9\u0633\u06cc\u200c\u0647\u0627 \u0627\u0632 \u0645\u06a9\u0627\u0646\u200c\u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LSTM \u0631\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062b\u0628\u062a \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u0631\u0641\u062a\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0645\u0646\u0637\u0642\u0647 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u062f\u063a\u0627\u0645 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc LSTM\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u0646\u062f\u060c \u0627\u0645\u0646\u06cc\u062a \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0644\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u0646\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM)\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/www.bioinf.jku.at\/publications\/older\/2604.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc LSTM \u062a\u0648\u0633\u0637 Hochreiter \u0648 Schmidhuber<\/a><\/li>\n<li><a href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/\" target=\"_new\" rel=\"noopener nofollow\">\u062f\u0631\u06a9 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc LSTM \u2013 \u0648\u0628\u0644\u0627\u06af \u06a9\u0648\u0644\u0627<\/a><\/li>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Long_short-term_memory\" target=\"_new\" rel=\"noopener nofollow\">\u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u0628\u0644\u0646\u062f \u0645\u062f\u062a (LSTM) - \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627<\/a><\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM) \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0648\u0627\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0648 \u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646\u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f LSTM \u0646\u0642\u0634 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u0627\u06cc \u0631\u0627 \u062f\u0631 \u0634\u06a9\u0644 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u062f.<\/p>","protected":false},"featured_media":468808,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477882","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Long Short-Term Memory (LSTM)<\/mark>","faq_items":[{"question":"What is Long Short-Term Memory (LSTM)?","answer":"<p>Long Short-Term Memory (LSTM) is a type of artificial recurrent neural network (RNN) designed to overcome the limitations of traditional RNNs in capturing long-term dependencies in sequential data. It can effectively learn and retain information from distant past time steps, making it ideal for tasks involving complex temporal patterns.<\/p>"},{"question":"Who developed LSTM and when was it first introduced?","answer":"<p>LSTM was first proposed by Sepp Hochreiter and J\u00fcrgen Schmidhuber in 1997. Their paper titled \"Long Short-Term Memory\" introduced the concept of LSTM units as a solution to the vanishing and exploding gradient problems faced by traditional RNNs.<\/p>"},{"question":"How does Long Short-Term Memory (LSTM) work?","answer":"<p>LSTM consists of memory cells with input, forget, and output gates. The input gate controls new information's addition to the memory cell, the forget gate decides what information to discard, and the output gate regulates the information extracted from the memory. This selective memory mechanism allows LSTM to capture and remember long-term dependencies.<\/p>"},{"question":"What are the key features of Long Short-Term Memory (LSTM)?","answer":"<p>The key features of LSTM include its ability to handle long-term dependencies, overcome gradient problems, selectively retain or forget information, and adapt to sequences of varying lengths.<\/p>"},{"question":"What types of Long Short-Term Memory (LSTM) exist?","answer":"<p>Various types of LSTM include Vanilla LSTM, Gated Recurrent Unit (GRU), Peephole LSTM, LSTM with Attention, Bidirectional LSTM, and Stacked LSTM. Each type has specific characteristics and applications.<\/p>"},{"question":"How can Long Short-Term Memory (LSTM) be used?","answer":"<p>LSTM finds applications in natural language processing, speech recognition, time series prediction, gesture recognition, and more. It is used for text generation, sentiment analysis, weather prediction, and stock market forecasting, among other tasks.<\/p>"},{"question":"What are the challenges related to LSTM usage, and how can they be addressed?","answer":"<p>Challenges include computational complexity, overfitting, and long training times. These issues can be mitigated through optimization algorithms, regularization techniques, and using transfer learning.<\/p>"},{"question":"How does Long Short-Term Memory (LSTM) compare to other related terms?","answer":"<p>LSTM differs from basic RNNs by its ability to capture long-term dependencies. It is more complex than Gated Recurrent Units (GRU) and lacks the self-attention mechanism of Transformers.<\/p>"},{"question":"What are the future perspectives of Long Short-Term Memory (LSTM)?","answer":"<p>The future of LSTM looks promising, with ongoing research focusing on efficiency, transfer learning, interdisciplinary applications, and hybrid architectures.<\/p>"},{"question":"How can proxy servers be associated with Long Short-Term Memory (LSTM)?","answer":"<p>Proxy servers can enhance LSTM performance by enabling efficient data collection, providing privacy and security, load balancing, and facilitating location-based analysis.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477882","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\/477882\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468808"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477882"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}