{"id":477338,"date":"2023-08-09T09:11:08","date_gmt":"2023-08-09T09:11:08","guid":{"rendered":""},"modified":"2023-09-05T11:14:32","modified_gmt":"2023-09-05T11:14:32","slug":"gensim","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/gensim\/","title":{"rendered":"\u062c\u0646\u0633\u06cc\u0645"},"content":{"rendered":"<p>Gensim \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0633\u0647\u06cc\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0648\u0633\u0637 Radim \u0158eh\u016f\u0159ek \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f \u0648 \u062f\u0631 \u0633\u0627\u0644 2010 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f. \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc Gensim \u0627\u0631\u0627\u0626\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u0642\u0627\u0644\u0627\u062a\u060c \u0627\u0633\u0646\u0627\u062f\u060c \u0648 \u0633\u0627\u06cc\u0631 \u0627\u0634\u06a9\u0627\u0644 \u0645\u062a\u0646 \u0627\u0633\u062a.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e \u067e\u06cc\u062f\u0627\u06cc\u0634 \u062c\u0646\u0633\u06cc\u0645 \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>Gensim \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u0627\u0646\u0628\u06cc \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u062f\u06a9\u062a\u0631\u06cc Radim \u0158eh\u016f\u0159ek \u0622\u063a\u0627\u0632 \u0634\u062f. \u062a\u062d\u0635\u06cc\u0644 \u062f\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u067e\u0631\u0627\u06af \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0627\u0648 \u0628\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0648\u062f. \u0627\u0648 Gensim \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc NLP \u0645\u0648\u062c\u0648\u062f \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0647 \u0634\u06cc\u0648\u0647 \u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0639\u0645\u0648\u0645\u06cc \u0627\u0632 Gensim \u062f\u0631 \u0633\u0627\u0644 2010 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 Radim \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0641\u0631\u0627\u0646\u0633\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u0634\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631\u0628\u0627\u0631\u0647 Gensim: \u06af\u0633\u062a\u0631\u0634 \u0645\u0648\u0636\u0648\u0639 Gensim<\/h2>\n<p>Gensim \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f\u060c \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u0627\u0647\u062a \u0627\u0633\u0646\u0627\u062f\u060c \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639\u060c \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0628\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Gensim \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Word2Vec \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0645\u0624\u062b\u0631 \u0627\u0633\u062a. \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0648 \u0639\u0628\u0627\u0631\u0627\u062a \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 NLP \u0627\u0632 \u062c\u0645\u0644\u0647 \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 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>Gensim \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0646\u0627\u06cc\u06cc \u067e\u0646\u0647\u0627\u0646 (LSA) \u0648 \u062a\u062e\u0635\u06cc\u0635 \u062f\u06cc\u0631\u06cc\u06a9\u0644\u0647 \u067e\u0646\u0647\u0627\u0646 (LDA) \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. LSA \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0646\u0647\u0627\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062a\u0646 \u0622\u0634\u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 LDA \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0633\u0646\u0627\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0648 \u062f\u0631\u06a9 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc Gensim: Gensim \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>Gensim \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 NumPy \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u0632 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646 \u0648 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u06cc\u06a9\u0628\u0627\u0631\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u062c\u0627 \u0646\u0634\u0648\u0646\u062f.<\/p>\n<p>\u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u0631\u06a9\u0632\u06cc \u062f\u0631 Gensim \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632 &quot;Dictionary&quot; \u0648 &quot;Corpus&quot;. \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0648\u0627\u0698\u06af\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u06a9\u0646\u062f. Corpus \u0645\u0627\u062a\u0631\u06cc\u0633 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0633\u0646\u062f-\u062a\u0631\u0645 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0641\u0631\u06a9\u0627\u0646\u0633 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0633\u0646\u062f \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>Gensim \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u06cc\u0633\u0647\u200c\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 TF-IDF (\u0641\u0631\u06a9\u0627\u0646\u0633 \u0627\u0635\u0637\u0644\u0627\u062d\u06cc-\u0641\u0631\u06a9\u0627\u0646\u0633 \u0633\u0646\u062f \u0645\u0639\u06a9\u0648\u0633) \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0628\u0639\u062f\u06cc \u0645\u062a\u0646 \u0636\u0631\u0648\u0631\u06cc \u0647\u0633\u062a\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 Gensim<\/h2>\n<p>Gensim \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f NLP \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p>\u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Word2Vec Gensim \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u0627\u0647\u062a \u06a9\u0644\u0645\u0627\u062a \u0648 \u062a\u0634\u0627\u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639: \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc LSA \u0648 LDA \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0648 \u0645\u0636\u0627\u0645\u06cc\u0646 \u0627\u0633\u0627\u0633\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0648 \u062f\u0631\u06a9 \u0645\u062d\u062a\u0648\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062a\u0634\u0627\u0628\u0647 \u0645\u062a\u0646: Gensim \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0628\u0627\u0647\u062a \u0627\u0633\u0646\u0627\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u0641\u062a\u0646 \u0645\u0642\u0627\u0644\u0627\u062a \u06cc\u0627 \u0627\u0633\u0646\u0627\u062f \u0645\u0634\u0627\u0628\u0647 \u0645\u0641\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u06a9\u0627\u0631\u0627\u06cc\u06cc \u062d\u0627\u0641\u0638\u0647: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f Gensim \u0627\u0632 \u062d\u0627\u0641\u0638\u0647\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u0639\u0638\u06cc\u0645 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062a\u0648\u0633\u0639\u0647 \u067e\u0630\u06cc\u0631\u06cc: Gensim \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062f\u063a\u0627\u0645 \u0622\u0633\u0627\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 Gensim: \u0627\u0632 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0644\u06cc\u0633\u062a \u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/h2>\n<p>Gensim \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 NLP \u0645\u062c\u0632\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0631\u062c\u0633\u062a\u0647 \u062a\u0631\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062f\u0644\/\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Word2Vec<\/td>\n<td>\u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/td>\n<\/tr>\n<tr>\n<td>Doc2Vec<\/td>\n<td>\u062c\u0627\u0633\u0627\u0632\u06cc \u0627\u0633\u0646\u0627\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u0627\u0647\u062a \u0645\u062a\u0646<\/td>\n<\/tr>\n<tr>\n<td>LSA (\u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0646\u0627\u06cc\u06cc \u067e\u0646\u0647\u0627\u0646)<\/td>\n<td>\u06a9\u0634\u0641 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u067e\u0646\u0647\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647<\/td>\n<\/tr>\n<tr>\n<td>LDA (\u062a\u062e\u0635\u06cc\u0635 \u062f\u06cc\u0631\u06cc\u06a9\u0644\u0647 \u0646\u0647\u0641\u062a\u0647)<\/td>\n<td>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0633\u0646\u0627\u062f<\/td>\n<\/tr>\n<tr>\n<td>TF-IDF<\/td>\n<td>\u0641\u0631\u06a9\u0627\u0646\u0633 \u0627\u0635\u0637\u0644\u0627\u062d\u06cc-\u0645\u062f\u0644 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0633\u0646\u062f \u0645\u0639\u06a9\u0648\u0633<\/td>\n<\/tr>\n<tr>\n<td>FastText<\/td>\n<td>\u067e\u0633\u0648\u0646\u062f Word2Vec \u0628\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u06cc\u0631 \u06a9\u0644\u0645\u0647<\/td>\n<\/tr>\n<tr>\n<td>TextRank<\/td>\n<td>\u062e\u0644\u0627\u0635\u0647 \u0633\u0627\u0632\u06cc \u0645\u062a\u0646 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0646\u0633\u06cc\u0645\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>Gensim \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc:<\/strong> \u0634\u0628\u0627\u0647\u062a \u0628\u06cc\u0646 \u062f\u0648 \u0633\u0646\u062f \u06cc\u0627 \u0645\u062a\u0646 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0633\u0631\u0642\u062a \u0627\u062f\u0628\u06cc \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639:<\/strong> \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u067e\u0646\u0647\u0627\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062a\u0646 \u0628\u0632\u0631\u06af \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc\u060c \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0648 \u062f\u0631\u06a9 \u0645\u062d\u062a\u0648\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a:<\/strong> \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u067e\u0627\u06cc\u06cc\u0646 \u062f\u0633\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0644\u0627\u0635\u0647 \u0633\u0627\u0632\u06cc \u0645\u062a\u0646:<\/strong> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0635\u0631 \u0648 \u0645\u0646\u0633\u062c\u0645 \u0627\u0632 \u0645\u062a\u0648\u0646 \u0637\u0648\u0644\u0627\u0646\u06cc\u200c\u062a\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Gensim \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631:<\/strong> \u0627\u0646\u062a\u062e\u0627\u0628 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u06cc\u0627\u0641\u062a\u0646 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u0646\u0627\u0633\u0628 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong> \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u063a\u0644\u0628 \u0642\u0628\u0644 \u0627\u0632 \u0648\u0627\u0631\u062f \u0634\u062f\u0646 \u0628\u0647 Gensim \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0633\u062a\u0631\u062f\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0646\u0634\u0627\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u062d\u0630\u0641 \u06a9\u0644\u06cc\u062f \u0648\u0627\u0698\u0647 \u0648 \u0631\u06cc\u0634\u0647\u200c\u0628\u0646\u062f\u06cc\/\u0644\u0645\u0627\u062a\u06cc\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u062f\u0646\u0647 \u0628\u0632\u0631\u06af:<\/strong> \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u062c\u0633\u0627\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<\/ul>\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 \u0632\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0627\u0632 Gensim \u0628\u0627 \u0633\u0627\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 NLP \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/th>\n<th>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc<\/th>\n<th>\u0632\u0628\u0627\u0646<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062c\u0646\u0633\u06cc\u0645<\/td>\n<td>\u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639\u060c \u0634\u0628\u0627\u0647\u062a \u0627\u0633\u0646\u0627\u062f<\/td>\n<td>\u067e\u0627\u06cc\u062a\u0648\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0636\u0627\u06cc\u06cc<\/td>\n<td>NLP \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc<\/td>\n<td>\u067e\u0627\u06cc\u062a\u0648\u0646<\/td>\n<\/tr>\n<tr>\n<td>NLTK<\/td>\n<td>\u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u062c\u0627\u0645\u0639 NLP\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644<\/td>\n<td>\u067e\u0627\u06cc\u062a\u0648\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f NLP<\/td>\n<td>NLP \u0628\u0631\u0627\u06cc \u062c\u0627\u0648\u0627\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647<\/td>\n<td>\u062c\u0627\u0648\u0627<\/td>\n<\/tr>\n<tr>\n<td>CoreNLP<\/td>\n<td>\u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 NLP \u0628\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc<\/td>\n<td>\u062c\u0627\u0648\u0627<\/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 Gensim<\/h2>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 NLP \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0647\u0645\u0686\u0646\u0627\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0636\u0631\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f\u060c Gensim \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u0627\u0647\u062f \u06cc\u0627\u0641\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc Gensim \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u062f\u063a\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642:<\/strong> \u0627\u062f\u063a\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0627\u0633\u0646\u0627\u062f \u0628\u0647\u062a\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>NLP \u0686\u0646\u062f\u0648\u062c\u0647\u06cc:<\/strong> \u06af\u0633\u062a\u0631\u0634 Gensim \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0686\u0646\u062f\u0648\u062c\u0647\u06cc\u060c \u062a\u0631\u06a9\u06cc\u0628 \u0645\u062a\u0646\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634\u200c\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0645\u06a9\u0627\u0631\u06cc:<\/strong> \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0645\u06a9\u0627\u0631\u06cc Gensim \u0628\u0627 \u0633\u0627\u06cc\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0648 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 NLP.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> \u0628\u0647\u0628\u0648\u062f \u0645\u0633\u062a\u0645\u0631 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u062c\u0632\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631.<\/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\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 Gensim \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0622\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 OneProxy \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627 Gensim \u0645\u0631\u062a\u0628\u0637 \u0634\u0648\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 \u062f\u0631 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0628 \u0648 \u0633\u0627\u062e\u062a \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0632\u0631\u06af \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Gensim \u06a9\u0645\u06a9 \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 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0648\u0638\u0627\u06cc\u0641 \u062e\u0632\u06cc\u062f\u0646 \u0648\u0628 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0627\u0632 \u0645\u062d\u0631\u0645\u0627\u0646\u0647 \u0628\u0648\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0631 \u062d\u0627\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\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\u0648\u0642\u0639\u06cc\u062a \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0637\u0642 \u0648 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 NLP \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0648\u0642\u0639\u06cc\u062a \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0648\u0638\u0627\u06cc\u0641 NLP \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u0646\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc Gensim \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\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 Gensim \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0622\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li><a href=\"https:\/\/radimrehurek.com\/gensim\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc \u062c\u0646\u0633\u06cc\u0645<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/RaRe-Technologies\/gensim\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u0632\u0646 Gensim GitHub<\/a><\/li>\n<li><a href=\"https:\/\/radimrehurek.com\/gensim\/auto_examples\/index.html\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062c\u0646\u0633\u06cc\u0645<\/a><\/li>\n<li><a href=\"https:\/\/radimrehurek.com\/gensim\/auto_examples\/tutorials\/run_topic_modelling.html\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u0645\u0648\u0632\u0634 \u062c\u0646\u0633\u06cc\u0645<\/a><\/li>\n<\/ul>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c Gensim \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0642\u062f\u0631\u062a \u0645\u06cc\u200c\u062f\u0647\u062f. \u0628\u0627 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062d\u0627\u0641\u0638\u0647 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u060c Gensim \u0647\u0645\u0686\u0646\u0627\u0646 \u062f\u0631 \u062e\u0637 \u0645\u0642\u062f\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f NLP \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u0627\u0631\u0627\u06cc\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u0646\u0634 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>","protected":false},"featured_media":468472,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477338","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Gensim: Empowering Natural Language Processing and Topic Modeling<\/mark>","faq_items":[{"question":"What is Gensim?","answer":"<p>Gensim is an open-source Python library designed for natural language processing (NLP) and topic modeling tasks. It provides efficient tools to analyze and process unstructured textual data, such as articles and documents.<\/p>"},{"question":"Who developed Gensim and when was it released?","answer":"<p>Gensim was developed by Radim \u0158eh\u016f\u0159ek during his Ph.D. studies at the University of Prague. It was first mentioned publicly in 2010 during a conference on machine learning and data mining.<\/p>"},{"question":"What are the key features of Gensim?","answer":"<p>Gensim offers various key features, including word embeddings using Word2Vec, topic modeling with LSA and LDA, document similarity analysis, and memory-efficient algorithms for large datasets.<\/p>"},{"question":"How does Gensim work internally?","answer":"<p>Internally, Gensim relies on the NumPy library for handling large arrays and matrices. It uses streaming and memory-efficient algorithms to process vast amounts of text data efficiently.<\/p>"},{"question":"What types of Gensim models exist?","answer":"<p>Gensim encompasses different models, such as Word2Vec for word embeddings, Doc2Vec for document embeddings, LSA and LDA for topic modeling, TF-IDF for term frequency-inverse document frequency, and more.<\/p>"},{"question":"How can Gensim be used?","answer":"<p>Gensim finds applications in various ways, including semantic similarity analysis, topic modeling, word embeddings for machine learning, and text summarization.<\/p>"},{"question":"What are some challenges users might encounter when using Gensim?","answer":"<p>Users may face challenges like parameter tuning, data preprocessing, and efficiently processing large corpora, but experimentation and validation techniques can help overcome these issues.<\/p>"},{"question":"How does Gensim compare to other NLP libraries?","answer":"<p>Gensim stands out with its word embeddings, topic modeling, and document similarity features, while other libraries like spaCy, NLTK, Stanford NLP, and CoreNLP offer different strengths in the NLP domain.<\/p>"},{"question":"What are the perspectives for Gensim's future?","answer":"<p>Gensim's future may involve deep learning integration, handling multimodal data, improving interoperability with other libraries, and enhancing scalability for even larger datasets.<\/p>"},{"question":"How can proxy servers from OneProxy be associated with Gensim?","answer":"<p>Proxy servers from OneProxy can assist in data collection, enhance privacy and security during web crawling, enable geolocation-based analysis, and facilitate distributed computing for NLP tasks with Gensim.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477338","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\/477338\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468472"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477338"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}