{"id":478104,"date":"2023-08-09T09:27:27","date_gmt":"2023-08-09T09:27:27","guid":{"rendered":""},"modified":"2023-09-05T11:16:03","modified_gmt":"2023-09-05T11:16:03","slug":"natural-language-processing-nlp","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/natural-language-processing-nlp\/","title":{"rendered":"\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)"},"content":{"rendered":"<p>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0647\u064a \u0645\u062c\u0627\u0644 \u0641\u0631\u0639\u064a \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI) \u0627\u0644\u0630\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0628\u064a\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629. \u0648\u0647\u0648 \u064a\u0646\u0637\u0648\u064a \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645\u0643\u0646 \u0627\u0644\u0622\u0644\u0627\u062a \u0645\u0646 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u0641\u0633\u064a\u0631\u0647\u0627 \u0648\u062a\u0648\u0644\u064a\u062f\u0647\u0627. \u062a\u0644\u0639\u0628 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0628\u0634\u0631 \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0633\u0644\u0633.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0646\u0634\u0623\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647\u0627.<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u062c\u0630\u0648\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u0645\u0633\u064a\u0646\u064a\u0627\u062a \u0645\u0646 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u0645\u0627\u0636\u064a \u0639\u0646\u062f\u0645\u0627 \u062a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d \u0641\u0643\u0631\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0644\u0623\u0648\u0644 \u0645\u0631\u0629. \u0646\u0634\u0631 \u0639\u0627\u0644\u0645 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0634\u0647\u064a\u0631 \u0622\u0644\u0627\u0646 \u062a\u0648\u0631\u064a\u0646\u062c \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 \u201c\u0622\u0644\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621\u201d \u0639\u0627\u0645 1950\u060c \u0648\u0627\u0644\u062a\u064a \u0646\u0627\u0642\u0634\u062a \u0645\u0641\u0647\u0648\u0645 \u0630\u0643\u0627\u0621 \u0627\u0644\u0622\u0644\u0629 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a. \u0648\u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0639\u0642\u062f\u060c \u0628\u062f\u0623 \u0627\u0644\u0644\u063a\u0648\u064a\u0648\u0646 \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0641\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629.<\/p>\n<p>\u0648\u0641\u064a \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u062a\u0645 \u0625\u062d\u0631\u0627\u0632 \u062a\u0642\u062f\u0645 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u062a\u0645 \u062a\u0637\u0648\u064a\u0631 \u0623\u0648\u0644 \u0628\u0631\u0646\u0627\u0645\u062c \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642\u060c \u0648\u0647\u0648 &quot;\u0627\u0644\u0645\u0646\u0638\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a&quot;\u060c \u0645\u0646 \u0642\u0628\u0644 \u0623\u0644\u064a\u0646 \u0646\u064a\u0648\u064a\u0644 \u0648\u0647\u0631\u0628\u0631\u062a \u0623. \u0633\u064a\u0645\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 1956. \u0648\u064a\u0645\u0643\u0646\u0647 \u0625\u062b\u0628\u0627\u062a \u0627\u0644\u0646\u0638\u0631\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u0631\u0645\u0632\u064a \u0648\u0648\u0636\u0639 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP). \u062a\u0648\u0633\u064a\u0639 \u0645\u0648\u0636\u0648\u0639 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP).<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u064a\u0647\u062f\u0641 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0628\u0637\u0631\u0642 \u0630\u0627\u062a \u0645\u0639\u0646\u0649. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0641\u0647\u0645 \u0627\u0644\u0646\u0635:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0645\u0639\u0646\u0649 \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0645\u0646 \u0627\u0644\u0646\u0635 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0641\u0647\u0645 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0627\u0644\u062a\u064a \u064a\u0639\u0628\u0631 \u0639\u0646\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645:<\/strong> \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a \u0641\u064a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0646\u0637\u0648\u0642\u0629 \u0625\u0644\u0649 \u0646\u0635\u060c \u0648\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0635\u0648\u062a\u064a\u064a\u0646 \u0648\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0646\u0633\u062e.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u064a\u0644 \u0627\u0644\u0644\u063a\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0644\u0625\u0646\u0634\u0627\u0621 \u0644\u063a\u0629 \u0634\u0628\u064a\u0647\u0629 \u0628\u0627\u0644\u0625\u0646\u0633\u0627\u0646\u060c \u0645\u062b\u0644 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a chatbot\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u060c \u0648\u062d\u062a\u0649 \u0631\u0648\u0627\u064a\u0629 \u0627\u0644\u0642\u0635\u0635.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629:<\/strong> \u0623\u062d\u062f \u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0647\u0648 \u0623\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0646 \u0644\u063a\u0629 \u0625\u0644\u0649 \u0623\u062e\u0631\u0649.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a:<\/strong> \u064a\u062a\u064a\u062d \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0645\u0646 \u0627\u0644\u0646\u0635 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u060c \u0645\u062b\u0644 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0648\u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0645\u0633\u0645\u0627\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0623\u0648 \u0627\u0644\u0646\u063a\u0645\u0629 \u0627\u0644\u0639\u0627\u0637\u0641\u064a\u0629 \u0644\u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0646\u0635\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0630\u0648 \u0642\u064a\u0645\u0629 \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0624\u0627\u0644:<\/strong> \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0637\u0631\u0648\u062d\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646\u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP). \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP).<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0641\u0647\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0631\u0645\u064a\u0632:<\/strong> \u064a\u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0646\u0635 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0623\u0635\u063a\u0631\u060c \u0645\u062b\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629\u060c \u062a\u0633\u0645\u0649 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629. \u064a\u0634\u0643\u0644 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0631\u0641\u064a:<\/strong> \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u062a\u062d\u0644\u064a\u0644 \u0628\u0646\u064a\u0629 \u0648\u0645\u0639\u0646\u0649 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0639\u0648\u0627\u0645\u0644 \u0645\u062b\u0644 \u0627\u0644\u062a\u0648\u062a\u0631 \u0648\u0627\u0644\u0639\u062f\u062f \u0648\u0627\u0644\u062c\u0646\u0633.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u062d\u0648\u064a:<\/strong> \u062a\u064f\u0639\u0631\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0648\u062a\u062a\u0636\u0645\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0644\u0644\u062c\u0645\u0644 \u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062f\u0644\u0627\u0644\u064a:<\/strong> \u062a\u0631\u0643\u0632 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0645\u0639\u0646\u0649 \u0627\u0644\u0646\u0635 \u0648\u0633\u064a\u0627\u0642\u0647\u060c \u0648\u0627\u0644\u0630\u0647\u0627\u0628 \u0625\u0644\u0649 \u0645\u0627 \u0647\u0648 \u0623\u0628\u0639\u062f \u0645\u0646 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0645\u0642\u0635\u0648\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0645\u0644\u064a:<\/strong> \u062a\u062a\u0646\u0627\u0648\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0641\u0647\u0645 \u0627\u0644\u0645\u0639\u0646\u0649 \u0627\u0644\u0645\u0642\u0635\u0648\u062f \u0645\u0646 \u0627\u0644\u0646\u0635 \u0641\u064a \u0645\u0648\u0627\u0642\u0641 \u0648\u0633\u064a\u0627\u0642\u0627\u062a \u0645\u062d\u062f\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0636\u064a\u062d:<\/strong> \u064a\u0639\u062f \u062d\u0644 \u0627\u0644\u063a\u0645\u0648\u0636 \u0641\u064a \u0627\u0644\u0644\u063a\u0629 \u0645\u0647\u0645\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u064a\u062a\u0636\u0645\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0639\u0646\u0649 \u0623\u0648 \u0627\u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0643\u0644\u0645\u0629 \u0623\u0648 \u0639\u0628\u0627\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u064a\u0644 \u0627\u0644\u0644\u063a\u0629:<\/strong> \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0625\u0646\u0634\u0627\u0621 \u0631\u062f\u0648\u062f \u0623\u0648 \u0646\u0635\u0648\u0635 \u0645\u062a\u0645\u0627\u0633\u0643\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP).<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u063a\u0645\u0648\u0636:<\/strong> \u064a\u062c\u0628 \u0623\u0646 \u062a\u0639\u0627\u0644\u062c \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u063a\u0645\u0648\u0636 \u0627\u0644\u0645\u062a\u0623\u0635\u0644 \u0641\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0646\u064a (\u0645\u0639\u0627\u0646\u064a \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0644\u0643\u0644\u0645\u0629) \u0648\u0627\u0644\u0645\u062a\u0631\u0627\u062f\u0641\u0627\u062a (\u0643\u0644\u0645\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0647\u0627 \u0646\u0641\u0633 \u0627\u0644\u0645\u0639\u0646\u0649).<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u064a\u0639\u062f \u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u063a\u0629\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u0644\u0643\u0644\u0645\u0629 \u0646\u0641\u0633\u0647\u0627 \u0645\u0639\u0627\u0646\u064a \u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a\u0647.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a:<\/strong> \u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u0641\u0647\u0645\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649 (NER):<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 NER \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0645\u062b\u0644 \u0627\u0644\u0623\u0633\u0645\u0627\u0621 \u0648\u0627\u0644\u062a\u0648\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0648\u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0646\u0635.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629:<\/strong> \u064a\u0633\u0627\u0639\u062f \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629 \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0644\u0644\u062c\u0645\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0641\u064a \u0628\u0646\u064a\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u0634\u062c\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642:<\/strong> \u0643\u0627\u0646\u062a \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0643\u062a\u0628 \u0645\u0627 \u0647\u064a \u0623\u0646\u0648\u0627\u0639 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629\u061f \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629.<\/h2>\n<p>\u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0643\u0644 \u0645\u0646\u0647\u0627 \u064a\u062e\u062f\u0645 \u063a\u0631\u0636\u064b\u0627 \u0645\u062d\u062f\u062f\u064b\u0627:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0647\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/td>\n<td>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0639\u0631 (\u0625\u064a\u062c\u0627\u0628\u064a\u0629\u060c \u0633\u0644\u0628\u064a\u0629\u060c \u0645\u062d\u0627\u064a\u062f\u0629) \u0644\u0644\u0646\u0635.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649<\/td>\n<td>\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0634\u062e\u0635\u060c \u0645\u0646\u0638\u0645\u0629).<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629<\/td>\n<td>\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0646 \u0644\u063a\u0629 \u0625\u0644\u0649 \u0623\u062e\u0631\u0649.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0646\u0635<\/td>\n<td>\u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u062e\u0635\u0627\u062a \u0645\u0648\u062c\u0632\u0629 \u0644\u0644\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0623\u0637\u0648\u0644.<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0624\u0627\u0644<\/td>\n<td>\u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0627\u062a \u0644\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0637\u0631\u0648\u062d\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645<\/td>\n<td>\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0646\u0637\u0648\u0642\u0629 \u0625\u0644\u0649 \u0646\u0635 \u0645\u0643\u062a\u0648\u0628.<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u064a\u0644 \u0627\u0644\u0644\u063a\u0629<\/td>\n<td>\u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0635 \u0634\u0628\u064a\u0647 \u0628\u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645<\/td>\n<td>\u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 \u0644\u0644\u0643\u0644\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u062c\u0645\u0644\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/h2>\n<p>\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u062f\u064a\u0647\u0627 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0648\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0648\u0646:<\/strong> \u062a\u0639\u0645\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064a\u0646 \u0645\u062b\u0644 Siri \u0648Alexa \u0648Google Assistant\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621:<\/strong> \u062a\u062a\u0639\u0627\u0645\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0645\u0639 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0648\u0641\u0631 \u0627\u0644\u062f\u0639\u0645 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u0637\u0648\u0627\u0644 \u0623\u064a\u0627\u0645 \u0627\u0644\u0623\u0633\u0628\u0648\u0639.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0641\u064a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0644\u0641\u0647\u0645 \u0622\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0645\u0634\u0627\u0639\u0631\u0647\u0645 \u062d\u0648\u0644 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629:<\/strong> \u062a\u0644\u0639\u0628 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u062a\u0648\u0641\u064a\u0631 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0644\u0633\u062f \u062d\u0648\u0627\u062c\u0632 \u0627\u0644\u0644\u063a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a:<\/strong> \u062a\u0645\u0643\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0645\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u063a\u0645\u0648\u0636 \u0648\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0646\u064a:<\/strong> \u064a\u0639\u062f \u062d\u0644 \u063a\u0645\u0648\u0636 \u0645\u0639\u0646\u0649 \u0627\u0644\u0643\u0644\u0645\u0629 \u062a\u062d\u062f\u064a\u064b\u0627 \u0645\u0633\u062a\u0645\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0648\u064a\u062a\u0637\u0644\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0645\u0648\u0636 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0633\u064a\u0627\u0642:<\/strong> \u064a\u0639\u062f \u0641\u0647\u0645 \u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0623\u0648 \u0627\u0644\u0646\u0635 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0648\u0644\u0643\u0646\u0647 \u0636\u0631\u0648\u0631\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0628\u062f\u0642\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u064a\u0632:<\/strong> \u0642\u062f \u062a\u062a\u0639\u0644\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0639\u0646 \u063a\u064a\u0631 \u0642\u0635\u062f \u0623\u0646\u0645\u0627\u0637\u064b\u0627 \u0645\u062a\u062d\u064a\u0632\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0645\u062e\u0631\u062c\u0627\u062a \u0645\u062a\u062d\u064a\u0632\u0629 \u0648\u0645\u062e\u0627\u0648\u0641 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0633\u062e\u0631\u064a\u0629 \u0648\u0627\u0644\u0633\u062e\u0631\u064a\u0629:<\/strong> \u064a\u0639\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0633\u062e\u0631\u064a\u0629 \u0648\u0627\u0644\u0633\u062e\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u0646\u0635 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627 \u0628\u0633\u0628\u0628 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0627\u0636\u062d\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u062a\u0631\u0643\u0632 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062c\u0627\u0631\u064a\u0629 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629\u060c \u0648\u062f\u0645\u062c \u0627\u0644\u0648\u0639\u064a \u0628\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0636\u0645\u0627\u0646 \u0627\u0644\u0639\u062f\u0627\u0644\u0629 \u0648\u0627\u0644\u0634\u0645\u0648\u0644\u064a\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/p>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0641\u064a \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645.<\/h2>\n<p>| \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0644\u063a\u0648\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 |<br \/>\n|\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014 | \u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014|<br \/>\n| \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0647\u064a \u0645\u062c\u0627\u0644 \u0641\u0631\u0639\u064a \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629. | \u0627\u0644\u0644\u063a\u0648\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0647\u064a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u0627\u0644\u0638\u0648\u0627\u0647\u0631 \u0627\u0644\u0644\u063a\u0648\u064a\u0629. |<br \/>\n| \u064a\u0647\u062f\u0641 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u0641\u0647\u0645\u0647\u0627. | \u064a\u0631\u0643\u0632 \u0639\u0644\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0644\u063a\u0648\u064a. |<br \/>\n| \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0623\u0643\u062b\u0631 \u062a\u0648\u062c\u0647\u0627\u064b \u0646\u062d\u0648 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0645\u062f\u0641\u0648\u0639\u0629 \u062a\u062c\u0627\u0631\u064a\u064b\u0627. | \u062a\u0631\u0643\u0632 \u0627\u0644\u0644\u063a\u0648\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u064b\u0627 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0644\u063a\u0629 \u0648\u0646\u0638\u0631\u064a\u062a\u0647\u0627. |<\/p>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP).<\/h2>\n<p>\u064a\u062d\u0645\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0645\u062b\u064a\u0631\u0629\u060c \u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0648\u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0628\u062d\u062b\u064a. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642\u064a:<\/strong> \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u0641\u0647\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0648\u062a\u0648\u0641\u0631 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0623\u0643\u062b\u0631 \u0634\u0628\u0647\u0627\u064b \u0628\u0627\u0644\u0625\u0646\u0633\u0627\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0639\u0628\u0631 \u0627\u0644\u0644\u063a\u0627\u062a:<\/strong> \u0633\u0648\u0641 \u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0648\u0627\u0644\u0641\u0647\u0645 \u0628\u064a\u0646 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u0643\u0633\u0631 \u0627\u0644\u062d\u0648\u0627\u062c\u0632 \u0627\u0644\u0644\u063a\u0648\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u062f\u0648\u0646 \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0646\u0627\u0631:<\/strong> \u0642\u062f \u062a\u0635\u0628\u062d \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0643\u062b\u0631 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0647\u0627\u0645 \u062f\u0648\u0646 \u062a\u062f\u0631\u064a\u0628 \u0645\u062d\u062f\u062f \u0639\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0645\u0647\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629:<\/strong> \u0633\u062a\u0631\u0643\u0632 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062e\u0627\u0648\u0641 \u0627\u0644\u062a\u062d\u064a\u0632 \u0648\u0627\u0644\u0639\u062f\u0627\u0644\u0629 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u0634\u0645\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u0624\u0648\u0644.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \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 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP).<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP)\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0648\u064a\u0628 \u0648\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u0645\u0646\u0627\u0637\u0642 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0628\u0637 \u0628\u0647\u0627 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0640 NLP:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062c\u0631\u064a\u0641 \u0639\u0644\u0649 \u0634\u0628\u0643\u0629 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a:<\/strong> \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629. \u062a\u0633\u0645\u062d \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u062b\u0646\u0627\u0621 \u062a\u062f\u0648\u064a\u0631 \u0639\u0646\u0627\u0648\u064a\u0646 IP \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u062d\u0638\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a:<\/strong> \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0639\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0628\u0644\u063a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u063a\u0648\u064a\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u062a\u0645\u062b\u064a\u0644\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647 \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/strong> \u062a\u0648\u0641\u0631 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0647\u0648\u064a\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0648\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0644\u063a\u0629:<\/strong> \u062a\u0633\u0645\u062d \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0628\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0646\u0627\u0637\u0642 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u062d\u062f\u062f\u0629 \u0644\u062f\u0631\u0627\u0633\u0629 \u062a\u0646\u0648\u0639 \u0627\u0644\u0644\u063a\u0629 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0645\u0645\u0627\u0631\u0633\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0643\u0641\u0627\u0621\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0639\u0627\u062f\u0644 \u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0623\u062b\u0646\u0627\u0621 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629.<\/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 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/nlp.stanford.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a><\/li>\n<li><a href=\"https:\/\/ai.google\/research\/teams\/language\" target=\"_new\" rel=\"noopener nofollow\">\u062c\u0648\u062c\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/a><\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/research-area\/natural-language-processing-nlp\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0628\u062d\u0648\u062b<\/a><\/li>\n<li><a href=\"https:\/\/openai.com\/research\/area\/natural-language-processing-nlp\/\" target=\"_new\" rel=\"noopener nofollow\">\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 OpenAI<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468987,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478104","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Natural Language Processing (NLP)<\/mark>","faq_items":[{"question":"What is Natural Language Processing (NLP)?","answer":"<p>Natural Language Processing (NLP) is a subfield of artificial intelligence (AI) that focuses on enabling computers to understand, interpret, and generate human language. It involves the development of algorithms and models that facilitate seamless communication and interaction between humans and machines.<\/p>"},{"question":"How did NLP originate, and when was it first mentioned?","answer":"<p>The roots of NLP can be traced back to the 1950s when the idea of machine translation was first proposed. Alan Turing, the famous mathematician and cryptographer, discussed the concept of machine intelligence and communication in his 1950 paper \"Computing Machinery and Intelligence.\" The first NLP program, the \"Logic Theorist,\" was developed in 1956 by Allen Newell and Herbert A. Simon, marking a significant milestone in NLP research.<\/p>"},{"question":"What are the key features of Natural Language Processing?","answer":"<p>NLP encompasses various key features, including:<\/p><ul><li>Ambiguity Handling: Resolving word sense ambiguity, synonymy, and polysemy in language.<\/li><li>Context Sensitivity: Understanding the context of text and conversations for accurate interpretation.<\/li><li>Statistical Learning: Leveraging statistical methods and machine learning algorithms in language processing.<\/li><li>Named Entity Recognition (NER): Identifying and categorizing named entities like names, dates, and organizations.<\/li><li>Dependency Parsing: Analyzing the grammatical structure of sentences to understand word relationships.<\/li><li>Deep Learning: Utilizing deep learning techniques, such as RNNs and transformers, to advance NLP capabilities.<\/li><\/ul>"},{"question":"What types of Natural Language Processing (NLP) exist?","answer":"<p>NLP encompasses various tasks and applications, including:<\/p><ul><li>Sentiment Analysis: Determining the sentiment (positive, negative, neutral) of text.<\/li><li>Machine Translation: Automatically translating text from one language to another.<\/li><li>Text Summarization: Generating concise summaries of longer text passages.<\/li><li>Speech Recognition: Converting spoken language into written text.<\/li><li>Language Generation: Creating human-like text based on given prompts.<\/li><\/ul>"},{"question":"How can NLP be used, and what are the associated challenges?","answer":"<p>NLP finds applications in various areas, including virtual assistants, customer support, sentiment analysis in social media, and language translation services. However, it faces challenges like ambiguity, lack of context, data privacy, and bias. Researchers focus on improving language models, context-awareness, and ethical NLP practices to address these challenges.<\/p>"},{"question":"What are the future perspectives and technologies in NLP?","answer":"<p>The future of NLP looks promising with advancements in contextual understanding, multilingual applications, zero-shot learning, and ethical considerations. NLP will continue to play a crucial role in bridging language barriers and enabling more human-like interactions with machines.<\/p>"},{"question":"How are proxy servers associated with Natural Language Processing (NLP)?","answer":"<p>Proxy servers play a vital role in NLP applications, facilitating web scraping, multilingual data collection, anonymity, geolocation, and language variation. They enhance data collection efficiency, privacy, and security during language processing tasks, making them an essential part of NLP research and implementation.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/478104","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\/478104\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468987"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=478104"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}