{"id":479093,"date":"2023-08-09T10:01:33","date_gmt":"2023-08-09T10:01:33","guid":{"rendered":""},"modified":"2023-09-05T11:18:11","modified_gmt":"2023-09-05T11:18:11","slug":"spacy","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/spacy\/","title":{"rendered":"\u0633\u0628\u0627\u0633\u064a"},"content":{"rendered":"<p>spaCy \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0648\u0641\u064a\u0631 \u0623\u062f\u0648\u0627\u062a \u0641\u0639\u0627\u0644\u0629 \u0648\u0642\u0648\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u0648\u0635. \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0628\u0647\u062f\u0641 \u062a\u0642\u062f\u064a\u0645 \u062d\u0644 \u0645\u0628\u0633\u0637 \u0648\u062c\u0627\u0647\u0632 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0644\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\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0645\u0646 \u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0642\u0648\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a. \u064a\u064f\u0639\u0631\u0641 spaCy \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0628\u0633\u0631\u0639\u062a\u0647 \u0648\u062f\u0642\u062a\u0647 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062e\u064a\u0627\u0631\u064b\u0627 \u0634\u0627\u0626\u0639\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0627\u0644\u0633\u0628\u0627\u0633\u064a \u0648\u0630\u0643\u0631\u0647 \u0627\u0644\u0623\u0648\u0644<\/h2>\n<p>\u062a\u0645 \u062a\u0637\u0648\u064a\u0631 spaCy \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u0627\u062b\u064a\u0648 \u0647\u0648\u0646\u064a\u0628\u0627\u0644\u060c \u0648\u0647\u0648 \u0645\u0637\u0648\u0631 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0623\u0633\u062a\u0631\u0627\u0644\u064a\u060c \u0641\u064a \u0639\u0627\u0645 2015. \u0648\u0643\u0627\u0646 \u0647\u062f\u0641 \u0647\u0648\u0646\u064a\u0628\u0627\u0644 \u0647\u0648 \u0628\u0646\u0627\u0621 \u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0639 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0633 \u0628\u0627\u0644\u0633\u0631\u0639\u0629 \u0623\u0648 \u0627\u0644\u062f\u0642\u0629. \u0638\u0647\u0631 \u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0640 spaCy \u0641\u064a \u0645\u0646\u0634\u0648\u0631 \u0645\u062f\u0648\u0646\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 Honibal\u060c \u062d\u064a\u062b \u0642\u062f\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0648\u0645\u064a\u0632\u0627\u062a\u0647\u0627 \u0627\u0644\u0641\u0631\u064a\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0641\u0639\u0627\u0644\u060c \u0648\u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0648\u062f\u0639\u0645 \u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0639\u0646 \u0633\u0628\u0627\u0633\u064a<\/h2>\n<p>\u062a\u0645 \u062a\u0635\u0645\u064a\u0645 spaCy \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0648Cython\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647 \u0628\u062a\u062d\u0642\u064a\u0642 \u0633\u0631\u0639\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0630\u0647\u0644\u0629. \u0623\u062d\u062f \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 spaCy \u0647\u0648 \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635 \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629. \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0628\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062d\u062f\u064a\u062b\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0645\u0646 \u062f\u0645\u062c \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0628\u0633\u0631\u0639\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0645.<\/p>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0640 spaCy \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0631\u0645\u064a\u0632<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 spaCy \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0643\u0644\u0645\u0627\u062a \u0641\u0631\u062f\u064a\u0629 \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0643\u0644\u0645\u0627\u062a \u0641\u0631\u0639\u064a\u0629\u060c \u062a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629. \u062a\u0639\u062a\u0628\u0631 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0645\u062e\u062a\u0644\u0641 \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 (NLP)\u060c \u0645\u062b\u0644 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS)<\/strong>: \u064a\u062a\u0636\u0645\u0646 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u062a\u0639\u064a\u064a\u0646 \u062a\u0633\u0645\u064a\u0629 \u0646\u062d\u0648\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0633\u0645\u060c \u0641\u0639\u0644\u060c \u0635\u0641\u0629) \u0644\u0643\u0644 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u0641\u064a \u0627\u0644\u0646\u0635. \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0627\u0645\u0629 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 SpaCy \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0647\u064a \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/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>: NER \u0647\u064a \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u062b\u0644 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0623\u0648 \u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0623\u0648 \u0627\u0644\u062a\u0648\u0627\u0631\u064a\u062e\u060c \u0641\u064a \u0627\u0644\u0646\u0635. \u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0643\u0648\u0646 NER \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 SpaCy \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0645\u062a\u0637\u0648\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629<\/strong>: \u064a\u062a\u0636\u0645\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0644\u0644\u062c\u0645\u0644\u0629 \u0648\u0625\u0642\u0627\u0645\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0644\u063a\u0648\u064a \u0644\u0640 SpaCy \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u062a\u0628\u0639\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635<\/strong>: \u064a\u0648\u0641\u0631 spaCy \u0623\u062f\u0648\u0627\u062a \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0623\u0648 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644spaCy \u0648\u0643\u064a\u0641 \u064a\u0639\u0645\u0644<\/h2>\n<p>\u062a\u0645 \u0628\u0646\u0627\u0621 spaCy \u0639\u0644\u0649 \u0645\u0628\u062f\u0623 \u0627\u0644\u0646\u0645\u0637\u064a\u0629 \u0648\u0627\u0644\u062a\u0648\u0633\u0639\u0629. \u064a\u062a\u0645 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0641\u064a \u0645\u0643\u0648\u0646\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0645\u0633\u062a\u0642\u0644\u0629 \u064a\u0645\u0643\u0646 \u062f\u0645\u062c\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u062e\u0637\u0648\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0627\u0644\u0645\u062e\u0635\u0635\u0629. \u0639\u0646\u062f \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u060c \u064a\u062a\u0628\u0639 spaCy \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0646\u0635<\/strong>: \u062a\u062a\u0645 \u0623\u0648\u0644\u0627\u064b \u0645\u0639\u0627\u0644\u062c\u0629 \u0646\u0635 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0625\u0632\u0627\u0644\u0629 \u0623\u064a \u062a\u0634\u0648\u064a\u0634 \u0623\u0648 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u063a\u064a\u0631 \u0630\u0627\u062a \u0635\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0631\u0645\u064a\u0632<\/strong>: \u064a\u062a\u0645 \u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0643\u0644\u0645\u0627\u062a \u0641\u0631\u062f\u064a\u0629 \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0643\u0644\u0645\u0627\u062a \u0641\u0631\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u062a\u062d\u0644\u064a\u0644\u0647 \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0634\u0631\u062d \u0627\u0644\u0644\u063a\u0648\u064a<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 spaCy \u0646\u0645\u0627\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629\u060c \u0645\u062b\u0644 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0648NER.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629<\/strong>: \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062d\u0644\u0644 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0644\u0644\u062c\u0645\u0644\u0629 \u0648\u064a\u0642\u064a\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\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0642\u0648\u0627\u0639\u062f \u0645\u062e\u0635\u0635\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0623\u0646\u0645\u0627\u0637 \u0623\u0648 \u0643\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0641\u064a \u0627\u0644\u0646\u0635.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635 (\u0627\u062e\u062a\u064a\u0627\u0631\u064a)<\/strong>: \u0625\u0630\u0627 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/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 \u0644spaCy<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0632\u0649 \u0634\u0639\u0628\u064a\u0629 spaCy \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0633\u0631\u0639\u0629<\/strong>: spaCy \u0633\u0631\u064a\u0639 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0643\u062a\u0628\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\u0623\u062e\u0631\u0649\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0646\u0635 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0648 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0645\u0627\u0644<\/strong>: \u064a\u0648\u0641\u0631 spaCy \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0648\u0628\u062f\u064a\u0647\u064a\u0629 \u062a\u062a\u064a\u062d \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062a\u0646\u0641\u064a\u0630 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0628\u0633\u0631\u0639\u0629 \u0648\u0628\u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/strong>: \u064a\u062f\u0639\u0645 spaCy \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u064a\u0642\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0642\u0627\u0639\u062f\u0629 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0648\u062f\u064a\u0644\u0627\u062a<\/strong>: \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u062a\u0648\u0641\u0631 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0648NER \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062e\u0635\u064a\u0635<\/strong>: \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0644\u0640 SpaCy \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062e\u0635\u064a\u0635 \u0645\u0643\u0648\u0646\u0627\u062a\u0647 \u0648\u062a\u0648\u0633\u064a\u0639\u0647\u0627 \u0644\u062a\u0646\u0627\u0633\u0628 \u0645\u062a\u0637\u0644\u0628\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\u062e\u0627\u0635\u0629 \u0628\u0647\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0646\u0634\u0637<\/strong>: \u062a\u0641\u062a\u062e\u0631 spaCy \u0628\u0645\u062c\u062a\u0645\u0639 \u0646\u0627\u0628\u0636 \u0628\u0627\u0644\u062d\u064a\u0627\u0629 \u0645\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u062a\u062d\u0645\u0633\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0627\u0647\u0645\u0648\u0646 \u0641\u064a \u0646\u0645\u0648\u0647\u0627 \u0648\u062a\u0637\u0648\u0631\u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0633\u0628\u0627\u0633\u064a \u0648\u0645\u0648\u0627\u0635\u0641\u0627\u062a\u0647\u0627<\/h2>\n<p>\u062a\u0642\u062f\u0645 SpaCy \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0648\u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u0644\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 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0627\u0644\u0646\u0648\u0639\u0627\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0627\u0646 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c SpaCy \u0647\u0645\u0627:<\/p>\n<ol>\n<li>\n<p><strong>\u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629<\/strong>: \u062a\u062a\u0645\u064a\u0632 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u062e\u0641\u0629 \u0648\u0632\u0646\u0647\u0627 \u0648\u0623\u0633\u0631\u0639\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647\u0627 \u0642\u062f \u062a\u0636\u062d\u064a \u0628\u0628\u0639\u0636 \u0627\u0644\u062f\u0642\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629<\/strong>: \u062a\u0648\u0641\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062f\u0642\u0629 \u0648\u0623\u062f\u0627\u0621 \u0623\u0639\u0644\u0649 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0625\u0646\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u062f\u0642\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c SpaCy:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0633\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0645\u0642\u0627\u0633<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>en_core_web_sm<\/td>\n<td>\u0635\u063a\u064a\u0631<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u0625\u0646\u062c\u0644\u064a\u0632\u064a \u0635\u063a\u064a\u0631 \u0645\u0639 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a NER<\/td>\n<\/tr>\n<tr>\n<td>en_core_web_md<\/td>\n<td>\u0648\u0627\u0633\u0637\u0629<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u0625\u0646\u062c\u0644\u064a\u0632\u064a \u0645\u062a\u0648\u0633\u0637 \u0645\u0639 \u0645\u064a\u0632\u0627\u062a \u0644\u063a\u0648\u064a\u0629 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629<\/td>\n<\/tr>\n<tr>\n<td>ar_core_web_lg<\/td>\n<td>\u0643\u0628\u064a\u0631<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u0625\u0646\u062c\u0644\u064a\u0632\u064a \u0643\u0628\u064a\u0631 \u0628\u062f\u0642\u0629 \u0623\u0639\u0644\u0649 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/td>\n<\/tr>\n<tr>\n<td>fr_core_news_sm<\/td>\n<td>\u0635\u063a\u064a\u0631<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u0641\u0631\u0646\u0633\u064a \u0635\u063a\u064a\u0631 \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0648NER<\/td>\n<\/tr>\n<tr>\n<td>de_core_news_md<\/td>\n<td>\u0648\u0627\u0633\u0637\u0629<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u0623\u0644\u0645\u0627\u0646\u064a \u0645\u062a\u0648\u0633\u0637 \u0645\u0639 \u0634\u0631\u0648\u062d \u0644\u063a\u0648\u064a\u0629 \u062f\u0642\u064a\u0642\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 spaCy\u060c \u0627\u0644\u0645\u0634\u0627\u0643\u0644\u060c \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 spaCy \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628<\/strong>: \u064a\u0645\u0643\u0646 \u062f\u0645\u062c spaCy \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0631\u0624\u0649 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u0623\u0646\u0634\u0623\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0623\u0648 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0623\u0648 \u0623\u062a\u0645\u062a\u0629 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\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>: \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 NER \u0648\u0627\u0644\u062a\u0628\u0639\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 SpaCy \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\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0631\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0640 spaCy \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0641\u064a \u0627\u0644\u0646\u0635 \u0628\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u062b\u0631\u064a \u0641\u0647\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0642\u062f \u064a\u0623\u062a\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 spaCy \u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0645\u0635\u062f\u0631<\/strong>: \u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0630\u0627\u0643\u0631\u0629 \u0643\u0628\u064a\u0631\u0629 \u0648\u0642\u0648\u0629 \u0645\u0639\u0627\u0644\u062c\u0629\u060c \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u0630\u064a \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0635\u062f\u0631 \u0642\u0644\u0642 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629.<\/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\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644<\/strong>: \u0642\u062f \u0644\u0627 \u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c spaCy \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u0623\u0645\u062b\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644. \u0642\u062f \u064a\u0643\u0648\u0646 \u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0623\u0648 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0636\u0631\u0648\u0631\u064a\u064b\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a<\/strong>: \u0628\u064a\u0646\u0645\u0627 \u064a\u062f\u0639\u0645 spaCy \u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0628\u0639\u0636 \u0627\u0644\u0644\u063a\u0627\u062a \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0623\u0642\u0644 \u062f\u0642\u0629 \u0628\u0633\u0628\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\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 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0642\u0644\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u0642\u0644\u064a\u0645 \u0646\u0645\u0627\u0630\u062c SpaCy \u0644\u062a\u0642\u0644\u064a\u0644 \u062d\u062c\u0645\u0647\u0627 \u0648\u0628\u0635\u0645\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0642\u0628\u0648\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647\u0627 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0632\u064a\u0627\u062f\u0629 \u0643\u0645\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u0646\u064a\u0627\u062a \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0632\u0632 \u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062f\u0642\u062a\u0647.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0639 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 spaCy \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0645\u0643\u062a\u0628\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\u0645\u0645\u0627\u062b\u0644\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u064a\u0632\u0629<\/th>\n<th>\u0633\u0628\u0627\u0633\u064a<\/th>\n<th>\u0646\u0644\u062a\u0643<\/th>\n<th>\u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u062a\u0631\u0645\u064a\u0632<\/td>\n<td>\u0641\u0639\u0627\u0644\u0629 \u0648\u0645\u0633\u062a\u0642\u0644\u0629 \u0639\u0646 \u0627\u0644\u0644\u063a\u0629<\/td>\n<td>\u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f<\/td>\n<td>\u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0639\u0644\u0649 \u0627\u0644\u0642\u0627\u0645\u0648\u0633<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639<\/td>\n<td>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629<\/td>\n<td>\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0628\u062f\u0642\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/td>\n<td>\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0628\u062f\u0642\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/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>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u062f\u0642\u0629<\/td>\n<td>\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0628\u062f\u0642\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/td>\n<td>\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0628\u062f\u0642\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629<\/td>\n<td>\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0628\u062f\u0642\u0629<\/td>\n<td>\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0628\u062f\u0642\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/td>\n<td>\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0628\u062f\u0642\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0639\u0645 \u0627\u0644\u0644\u063a\u0629<\/td>\n<td>\u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0639\u062a\u0645\u062f\u0629<\/td>\n<td>\u062f\u0639\u0645 \u0644\u063a\u0629 \u0648\u0627\u0633\u0639\u0629<\/td>\n<td>\u062f\u0639\u0645 \u0644\u063a\u0629 \u0648\u0627\u0633\u0639\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0631\u0639\u0629<\/td>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u0643\u0645\u064a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/td>\n<td>\u0633\u0631\u0639\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/td>\n<td>\u0633\u0631\u0639\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0639\u062a\u062f\u0644\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0641\u064a \u062d\u064a\u0646 \u0623\u0646 NLTK \u0648Stanford NLP \u064a\u0642\u062f\u0645\u0627\u0646 \u0648\u0638\u0627\u0626\u0641 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0648\u062f\u0639\u0645\u064b\u0627 \u0644\u0644\u063a\u0629\u060c \u0641\u0625\u0646 spaCy \u064a\u062a\u0645\u064a\u0632 \u0628\u0633\u0631\u0639\u062a\u0647 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0648\u0646\u0645\u0627\u0630\u062c\u0647 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0627\u0644\u062a\u064a \u062a\u062d\u0642\u0642 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0647\u0627\u0645.<\/p>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0640 spaCy<\/h2>\n<p>\u064a\u0643\u0645\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 spaCy \u0641\u064a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \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. \u0648\u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0641\u064a \u0627\u0644\u0623\u0641\u0642 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/strong>: \u0633\u064a\u0624\u062f\u064a \u062a\u0648\u0633\u064a\u0639 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0644\u063a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0623\u0642\u0644 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0625\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 SpaCy \u0627\u0644\u0639\u0627\u0644\u0645\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u0645\u0631<\/strong>: \u0633\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0644\u0646\u0645\u0627\u0630\u062c SpaCy \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0646\u0647\u0627 \u062a\u0639\u0643\u0633 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0648\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.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a<\/strong>: \u062f\u0645\u062c \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0645\u062b\u0644 BERT \u0648GPT \u0641\u064a spaCy \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0639\u0632\u0632 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \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 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0627\u0630\u062c \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644<\/strong>: \u0625\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644 \u0633\u0648\u0641 \u064a\u0644\u0628\u064a \u0627\u062d\u062a\u064a\u0627\u062c\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\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0635\u0646\u0627\u0639\u0629.<\/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\u0640 spaCy<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0645\u0641\u064a\u062f\u0629 \u0645\u0639 spaCy \u0644\u0623\u0633\u0628\u0627\u0628 \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0639\u0646\u062f \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0644\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 (NLP)\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u062a\u062c\u0646\u0628 \u062d\u0638\u0631 IP \u0648\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0635\u0648\u0644 \u0645\u062c\u0647\u0648\u0644 \u0644\u0644\u0648\u064a\u0628<\/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 \u062a\u0637\u0628\u064a\u0642\u0627\u062a spaCy \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0628\u0634\u0643\u0644 \u0645\u062c\u0647\u0648\u0644\u060c \u0645\u0645\u0627 \u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062d\u0638\u0631 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\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.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0642\u0639<\/strong>: \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a spaCy \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0646\u0627\u0637\u0642 \u0645\u0639\u064a\u0646\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u062d\u0648\u0644 spaCy \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\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<ul>\n<li><a href=\"https:\/\/spacy.io\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0648\u0642\u0639 \u0633\u0628\u0627\u0633\u064a \u0627\u0644\u0631\u0633\u0645\u064a<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/explosion\/spaCy\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0648\u062f\u0639 \u0633\u0628\u0627\u0633\u064a \u062c\u064a\u062b\u0628<\/a><\/li>\n<li><a href=\"https:\/\/spacy.io\/usage\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 \u0633\u0628\u0627\u0633\u064a<\/a><\/li>\n<li><a href=\"https:\/\/spacy.io\/models\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u0644\u063a\u0627\u062a SpaCy<\/a><\/li>\n<\/ul>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a spaCy \u0648\u062f\u0645\u062c \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u0633\u064a\u0631 \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)\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u062a\u062d\u0642\u064a\u0642 \u062d\u0644\u0648\u0644 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u062f\u0642\u0629 \u0648\u062a\u0646\u0648\u0639\u064b\u0627 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635\u0648\u0635. \u0633\u0648\u0627\u0621 \u0623\u0643\u0627\u0646 \u0627\u0644\u0623\u0645\u0631 \u064a\u062a\u0639\u0644\u0642 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0623\u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u0648 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0644\u063a\u0629\u060c \u062a\u0648\u0641\u0631 \u062e\u0648\u0627\u062f\u0645 SpaCy \u0648\u0627\u0644\u0628\u0631\u0648\u0643\u0633\u064a \u0645\u0639\u064b\u0627 \u0645\u0632\u064a\u062c\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>","protected":false},"featured_media":470576,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479093","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>spaCy: An In-Depth Overview<\/mark>","faq_items":[{"question":"What is spaCy and what makes it stand out in the field of NLP?","answer":"<p>spaCy is a powerful open-source natural language processing (NLP) library designed to handle text processing tasks efficiently and accurately. It sets itself apart with its remarkable speed, user-friendly API, and pre-trained models that achieve high accuracy in tasks like part-of-speech tagging, named entity recognition, and dependency parsing.<\/p>"},{"question":"Who developed spaCy, and when was it first introduced?","answer":"<p>spaCy was created by Matthew Honnibal, an Australian software developer, in 2015. The first mention of spaCy appeared in a blog post by Honnibal, where he introduced the library and its features, such as efficient tokenization and rule-based matching.<\/p>"},{"question":"How does spaCy work internally, and what are its core components?","answer":"<p>spaCy follows a modular and extensible design. It involves text preprocessing, tokenization, linguistic annotation (POS tagging and NER), dependency parsing, and optional text classification. Its core components include efficient tokenization, statistical models for linguistic annotation, and rule-based matching.<\/p>"},{"question":"What are the key features of spaCy, and how does it compare to other NLP libraries like NLTK and Stanford NLP?","answer":"<p>spaCy stands out with its speed, ease of use, and state-of-the-art models for POS tagging, NER, and dependency parsing. Compared to NLTK and Stanford NLP, spaCy offers faster processing, multilingual support, and more accurate models.<\/p>"},{"question":"Are there different types of spaCy models available, and how do they differ?","answer":"<p>Yes, spaCy offers small and large models. Small models are lightweight and faster, while large models provide higher accuracy at the cost of increased computational resources. Users can choose the appropriate model based on their specific needs and available resources.<\/p>"},{"question":"What are some common applications of spaCy, and what challenges can users face?","answer":"<p>spaCy finds applications in text processing for web applications, information extraction, named entity linking, and more. Challenges may include resource consumption for large models, domain-specific NLP, and language support for certain models.<\/p>"},{"question":"What are the future perspectives and technologies related to spaCy?","answer":"<p>The future of spaCy lies in improved multilingual support, continual model updates, integration of transformer-based architectures, and domain-specific models to cater to industry-specific NLP needs.<\/p>"},{"question":"How can proxy servers be used with spaCy, and what benefits do they offer?","answer":"<p>Proxy servers can enhance spaCy applications by enabling anonymous web access, preventing IP blocking during data scraping, aggregating data from multiple sources, and facilitating location-based analysis.<\/p>"},{"question":"Where can I find more information about spaCy and its applications?","answer":"<p>For more details about spaCy, you can visit the official website (<a href=\"https:\/\/spacy.io\/\" target=\"_new\">https:\/\/spacy.io\/<\/a>) or explore the GitHub repository (<a href=\"https:\/\/github.com\/explosion\/spaCy\" target=\"_new\">https:\/\/github.com\/explosion\/spaCy<\/a>). The spaCy documentation (<a href=\"https:\/\/spacy.io\/usage\" target=\"_new\">https:\/\/spacy.io\/usage<\/a>) provides comprehensive usage guides, and the Models and Languages page (<a href=\"https:\/\/spacy.io\/models\" target=\"_new\">https:\/\/spacy.io\/models<\/a>) offers information about available models and supported languages.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479093","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\/479093\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/470576"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=479093"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}