{"id":50431,"date":"2019-07-01T12:00:09","date_gmt":"2019-07-01T12:00:09","guid":{"rendered":"https:\/\/informaticsjournal.net\/?p=50431"},"modified":"2026-10-25T13:45:08","modified_gmt":"2026-10-25T13:45:08","slug":"%d8%a7%d8%ab%d9%86%d8%aa%d8%a7-%d8%b9%d8%b4%d8%b1%d8%a9-%d8%a3%d8%af%d8%a7%d8%a9-%d9%85%d9%81%d8%aa%d9%88%d8%ad%d8%a9-%d8%a7%d9%84%d9%85%d8%b5%d8%af%d8%b1-%d9%84%d9%85%d8%b9%d8%a7%d9%84%d8%ac%d8%a9","status":"publish","type":"post","link":"https:\/\/informaticsjournal.net\/?p=50431","title":{"rendered":"\u0627\u062b\u0646\u062a\u0627 \u0639\u0634\u0631\u0629 \u0623\u062f\u0627\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629"},"content":{"rendered":"<p>\u062a\u0637\u0648\u0631\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 NLP 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\u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641.<\/p>\n<p>\u0648\u0641\u0627\u062c\u0623\u0646\u064a \u0623\u064a\u0636\u064b\u0627 \u0631\u0643\u0648\u062f \u0645\u0643\u062a\u0628\u0627\u062a Scala \u0646\u0633\u0628\u064a\u0651\u064b\u0627. \u0645\u0636\u0649 \u0639\u0627\u0645\u0627\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0646\u0630 \u0622\u062e\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u064a \u0644\u0647\u0627\u060c \u0648\u0643\u0627\u0646\u062a \u0622\u0646\u0630\u0627\u0643 \u0634\u0627\u0626\u0639\u0629. \u0648\u0644\u0645 \u062a\u062a\u0644\u0642 \u0645\u0639\u0638\u0645 \u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0645\u0646\u0630 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646 \u0625\u0644\u0627 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0642\u0644\u064a\u0644\u0629\u060c \u0623\u0648 \u0644\u0645 \u062a\u064f\u062d\u062f\u0651\u062b \u0623\u0635\u0644\u064b\u0627.<\/p>\n<p>\u0648\u0623\u062e\u064a\u0631\u064b\u0627 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\u0645\u062d\u062f\u062f\u0629.<\/p>\n<h2>SpaCy<\/h2>\n<p>\u0644\u0639\u0644\u0647\u0627 \u0627\u0644\u0645\u0646\u0627\u0641\u0633 \u0627\u0644\u0631\u0626\u064a\u0633 \u0644\u0640NLTK. \u0647\u064a \u0623\u0633\u0631\u0639 \u0641\u064a \u0623\u063a\u0644\u0628 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0642\u062f\u0645 \u062a\u0646\u0641\u064a\u0630\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0641\u0642\u0637 \u0644\u0643\u0644 \u0645\u0643\u0648\u0646. \u0648\u062a\u0645\u062b\u0644 \u0643\u0644 \u0634\u064a\u0621 \u0628\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u062f\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0646\u0635\u064a\u0629\u060c \u0641\u062a\u0633\u0647\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0648\u062a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u0637\u0631 \u0648\u0623\u062f\u0648\u0627\u062a \u0643\u062b\u064a\u0631\u0629 \u0644\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0628\u0630\u0644\u0643 \u062a\u0633\u062a\u0637\u064a\u0639 \u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0645\u0632\u064a\u062f \u0628\u0639\u062f \u0641\u0647\u0645 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u0646\u0635\u064a\u0629 \u062c\u064a\u062f\u064b\u0627. \u0644\u0643\u0646\u0647\u0627 \u0644\u0627 \u062a\u062f\u0639\u0645 \u0639\u062f\u062f \u0644\u063a\u0627\u062a NLTK \u0646\u0641\u0633\u0647. \u0648\u0644\u0647\u0627 \u0648\u0627\u062c\u0647\u0629 \u0628\u0633\u064a\u0637\u0629 \u0628\u062e\u064a\u0627\u0631\u0627\u062a \u0645\u062e\u062a\u0635\u0631\u0629 \u0648\u0648\u062b\u0627\u0626\u0642 \u0645\u0645\u062a\u0627\u0632\u0629\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0639\u0635\u0628\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644. \u0648\u0647\u064a \u0639\u0645\u0648\u0645\u064b\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0623\u062f\u0627\u0621 \u0625\u0646\u062a\u0627\u062c\u064a\u0651\u064b\u0627 \u0645\u0631\u062a\u0641\u0639\u064b\u0627 \u0648\u0644\u0627 \u062a\u0634\u062a\u0631\u0637 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0639\u064a\u0646\u0629.<\/p>\n<h2>TextBlob<\/h2>\n<p>\u062a\u0634\u0628\u0647 \u0627\u0645\u062a\u062f\u0627\u062f\u064b\u0627 \u0644\u0640NLTK\u061b \u0625\u0630 \u062a\u062a\u064a\u062d \u0643\u062b\u064a\u0631\u064b\u0627 \u0645\u0646 \u0648\u0638\u0627\u0626\u0641\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0623\u0628\u0633\u0637\u060c \u0648\u062a\u0636\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 Pattern \u0623\u064a\u0636\u064b\u0627. \u0642\u062f \u062a\u0643\u0648\u0646 \u062e\u064a\u0627\u0631\u064b\u0627 \u062c\u064a\u062f\u064b\u0627 \u0644\u0644\u062a\u0639\u0644\u0645 \u0639\u0646\u062f \u0627\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u0648\u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064a\u064b\u0627 \u062c\u062f\u0651\u064b\u0627. \u0648\u0647\u064a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0644\u0645\u0634\u0631\u0648\u0639\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/p>\n<h2>Textacy<\/h2>\n<p>\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0633\u0645\u0647\u0627 \u0623\u062c\u0645\u0644 \u0627\u0633\u0645 \u0645\u0643\u062a\u0628\u0629 \u0627\u0633\u062a\u062e\u062f\u0645\u062a\u0647\u0627\u061b \u062c\u0631\u0628 \u0646\u0637\u0642\u0647 \u0645\u0631\u0627\u062a \u0645\u0639 \u0625\u0628\u0631\u0627\u0632 \u0627\u0644\u0645\u0642\u0637\u0639 \u0627\u0644\u0623\u0648\u0633\u0637 \u0648\u0645\u062f \u0627\u0644\u0646\u0647\u0627\u064a\u0629! \u0648\u0627\u0644\u0623\u062f\u0627\u0629 \u0631\u0627\u0626\u0639\u0629 \u0623\u064a\u0636\u064b\u0627: \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 SpaCy \u0641\u064a \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u062a\u0639\u0627\u0644\u062c \u0643\u062b\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0633\u0627\u0628\u0642 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u0627\u0644\u0644\u0627\u062d\u0642 \u0644\u0647\u0627. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0646\u0648\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SpaCy\u060c \u0641\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Textacy \u0623\u0646\u0633\u0628 \u0644\u0625\u062f\u062e\u0627\u0644 \u0623\u0646\u0648\u0627\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u062b\u064a\u0631\u0629 \u0628\u0633\u0647\u0648\u0644\u0629\u060c \u0645\u0646 \u062f\u0648\u0646 \u0643\u062a\u0627\u0628\u0629 \u0634\u0641\u0631\u0629 \u0645\u0633\u0627\u0639\u062f\u0629 \u0625\u0636\u0627\u0641\u064a\u0629.<\/p>\n<h2>PyTorch-NLP<\/h2>\n<p>\u0644\u0645 \u064a\u0645\u0636 \u0639\u0644\u0649 \u0638\u0647\u0648\u0631\u0647\u0627 \u0625\u0644\u0627 \u0645\u0627 \u064a\u0632\u064a\u062f \u0642\u0644\u064a\u0644\u064b\u0627 \u0639\u0644\u0649 \u0633\u0646\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0643\u0633\u0628\u062a \u0628\u0627\u0644\u0641\u0639\u0644 \u0645\u062c\u062a\u0645\u0639\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627. \u0625\u0646\u0647\u0627 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u0648\u062a\u064f\u062d\u062f\u0651\u064e\u062b \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0648\u0641\u0642 \u0623\u062d\u062f\u062b \u0627\u0644\u0623\u0628\u062d\u0627\u062b. \u0648\u0642\u062f \u0623\u0637\u0644\u0642\u062a \u0634\u0631\u0643\u0627\u062a \u0648\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u062f\u0648\u0627\u062a \u0623\u062e\u0631\u0649 \u0643\u062b\u064a\u0631\u0629 \u062a\u0646\u062c\u0632 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062f\u0647\u0634\u0629\u060c \u0645\u062b\u0644 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u0631. \u064a\u0633\u062a\u0647\u062f\u0641 PyTorch \u0639\u0645\u0648\u0645\u064b\u0627 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646\u060c \u0644\u0643\u0646\u0647 \u064a\u0635\u0644\u062d \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0644\u0623\u0639\u0628\u0627\u0621 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0623\u0648\u0644\u064a\u0629 \u0628\u0623\u062d\u062f\u062b \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u0648\u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0641\u0648\u0642\u0647 \u0627\u0644\u0646\u0638\u0631 \u0623\u064a\u0636\u064b\u0627.<\/p>\n<h2>\u0623\u062f\u0648\u0627\u062a Node<\/h2>\n<h2>Retext<\/h2>\n<p>\u0647\u064a \u062c\u0632\u0621 \u0645\u0646 unified collective. \u0648Unified \u0648\u0627\u062c\u0647\u0629 \u062a\u062a\u064a\u062d \u062a\u0643\u0627\u0645\u0644 \u0623\u062f\u0648\u0627\u062a \u0648\u0625\u0636\u0627\u0641\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0639\u0645\u0644\u0647\u0627 \u0645\u0639\u064b\u0627 \u0628\u0643\u0641\u0627\u0621\u0629. \u0648Retext \u0623\u062d\u062f \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0644\u0635\u064a\u063a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0629\u061b \u0648\u0627\u0644\u0622\u062e\u0631\u0627\u0646 Remark \u0644\u0640Markdown \u0648Rehype \u0644\u0640HTML. \u0627\u0644\u0641\u0643\u0631\u0629 \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645\u060c \u0648\u0623\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u0646\u0645\u0648 \u0645\u062c\u062a\u0645\u0639\u0647\u0627. \u0644\u0627 \u062a\u0643\u0634\u0641 Retext \u0643\u062b\u064a\u0631\u064b\u0627 \u0639\u0646 \u062a\u0642\u0646\u064a\u0627\u062a\u0647\u0627 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629\u060c \u0628\u0644 \u062a\u0633\u062a\u062e\u062f\u0645 \u0625\u0636\u0627\u0641\u0627\u062a \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629. \u0648\u064a\u0645\u0643\u0646 \u0628\u0633\u0647\u0648\u0644\u0629 \u062a\u062f\u0642\u064a\u0642 \u0627\u0644\u0625\u0645\u0644\u0627\u0621\u060c \u0648\u0625\u0635\u0644\u0627\u062d \u0627\u0644\u062a\u0646\u0636\u064a\u062f\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0628\u0625\u0636\u0627\u0641\u0627\u062a \u0628\u0633\u064a\u0637\u0629. \u0648\u0647\u064a \u062e\u064a\u0627\u0631 \u0645\u0645\u062a\u0627\u0632 \u0625\u0630\u0627 \u0623\u0631\u062f\u062a \u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0639\u0645\u0644 \u062f\u0648\u0646 \u0641\u0647\u0645 \u0643\u0644 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629.<\/p>\n<h2>Compromise<\/h2>\n<p>\u0644\u064a\u0633\u062a \u0623\u0643\u062b\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062a\u0637\u0648\u0631\u064b\u0627\u061b \u0641\u0625\u0646 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0623\u062d\u062f\u062b \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0623\u0648 \u0623\u0634\u0645\u0644 \u0646\u0638\u0627\u0645 \u0641\u0644\u0639\u0644\u0647\u0627 \u0644\u0627 \u062a\u0646\u0627\u0633\u0628\u0643. \u0644\u0643\u0646 \u0625\u0630\u0627 \u0623\u0631\u062f\u062a \u0623\u062f\u0627\u0629 \u062c\u064a\u062f\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u062a\u0639\u0645\u0644 \u0645\u0646 \u062c\u0627\u0646\u0628 \u0627\u0644\u0639\u0645\u064a\u0644\u060c \u0641\u0623\u0644\u0642 \u0646\u0638\u0631\u0629 \u0639\u0644\u064a\u0647\u0627. \u0648\u0627\u0633\u0645\u0647\u0627 \u00ab\u0627\u0644\u062a\u0633\u0648\u064a\u0629\u00bb \u062f\u0642\u064a\u0642\u061b \u0641\u0642\u062f \u0636\u062d\u0649 \u0645\u0637\u0648\u0631\u0648\u0647\u0627 \u0628\u0628\u0639\u0636 \u0627\u0644\u0634\u0645\u0648\u0644 \u0648\u0627\u0644\u062f\u0642\u0629 \u0645\u0642\u0627\u0628\u0644 \u062d\u0632\u0645\u0629 \u0635\u063a\u064a\u0631\u0629 \u0648\u0648\u0638\u0627\u0626\u0641 \u0623\u0643\u062b\u0631 \u062a\u062d\u062f\u064a\u062f\u064b\u0627\u060c \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u064a\u0637 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n<h2>Natural<\/h2>\n<p>\u062a\u0636\u0645 \u0645\u0639\u0638\u0645 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629. \u062a\u0631\u0643\u0632 \u0623\u0633\u0627\u0633\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c \u0644\u0643\u0646 \u0623\u0636\u064a\u0641 \u062f\u0639\u0645 \u0644\u063a\u0627\u062a \u0623\u062e\u0631\u0649\u060c \u0648\u064a\u0631\u062d\u0628 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0628\u0625\u0633\u0647\u0627\u0645\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629. \u0648\u062a\u062f\u0639\u0645 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0635 \u0648\u0627\u0644\u062a\u062c\u0630\u064a\u0631 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0635\u0648\u062a\u064a\u0627\u062a \u0648\u0645\u0642\u064a\u0627\u0633 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u2013\u0645\u0639\u0643\u0648\u0633 \u062a\u0643\u0631\u0627\u0631\u0647 \u0641\u064a \u0627\u0644\u0648\u062b\u0627\u0626\u0642 TF-IDF \u0648WordNet \u0648\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0648\u0628\u0639\u0636 \u0627\u0644\u062a\u0635\u0631\u064a\u0641\u0627\u062a. \u0648\u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u0628\u0640NLTK \u0641\u064a \u0645\u062d\u0627\u0648\u0644\u062a\u0647\u0627 \u062c\u0645\u0639 \u0643\u0644 \u0634\u064a\u0621 \u0641\u064a \u062d\u0632\u0645\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0623\u0633\u0647\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0648\u0644\u0627 \u062a\u0631\u0643\u0632 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u062d\u062b. \u0648\u0647\u064a \u0634\u0627\u0645\u0644\u0629 \u0646\u0633\u0628\u064a\u0651\u064b\u0627 \u0644\u0643\u0646\u0647\u0627 \u0645\u0627 \u0632\u0627\u0644\u062a \u0642\u064a\u062f \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0634\u0637\u060c \u0648\u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0628\u062a\u0646\u0641\u064a\u0630\u0627\u062a\u0647\u0627 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0645\u0646\u0647\u0627.<\/p>\n<h2>Nlp.js<\/h2>\n<p>\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0623\u062e\u0631\u0649\u060c \u0645\u0646\u0647\u0627 Franc \u0648Brain.js. \u0648\u062a\u0642\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \u062c\u064a\u062f\u0629 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0627\u0644\u062a\u062c\u0630\u064a\u0631 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0625\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0648\u062a\u062f\u0639\u0645 \u0644\u063a\u0627\u062a \u0643\u062b\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0641\u064a\u062f \u0645\u0646 \u064a\u0639\u0645\u0644 \u0628\u063a\u064a\u0631 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629. \u0648\u0647\u064a \u0623\u062f\u0627\u0629 \u0639\u0627\u0645\u0629 \u062c\u064a\u062f\u0629 \u0630\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0645\u0628\u0633\u0637\u0629 \u0644\u0639\u062f\u0629 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629\u060c \u0648\u0642\u062f \u062a\u062e\u062f\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0643 \u0637\u0648\u064a\u0644\u064b\u0627 \u0642\u0628\u0644 \u0623\u0646 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0634\u064a\u0621 \u0623\u0642\u0648\u0649 \u0623\u0648 \u0623\u0643\u062b\u0631 \u0645\u0631\u0648\u0646\u0629.<\/p>\n<h2>\u0623\u062f\u0648\u0627\u062a \u062c\u0627\u0641\u0627<\/h2>\n<h2>OpenNLP<\/h2>\n<p>\u062a\u0633\u062a\u0636\u064a\u0641\u0647\u0627 \u0645\u0624\u0633\u0633\u0629 \u0623\u0628\u0627\u062a\u0634\u064a\u060c \u0641\u064a\u0633\u0647\u0644 \u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0645\u0634\u0631\u0648\u0639\u0627\u062a \u0645\u062b\u0644 Apache Flink \u0648Apache NiFi \u0648Apache Spark. \u0648\u0647\u064a \u0623\u062f\u0627\u0629 \u0639\u0627\u0645\u0629 \u062a\u063a\u0637\u064a \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629\u060c \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0646 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0623\u0648 \u0628\u0648\u0635\u0641\u0647\u0627 \u0645\u0643\u062a\u0628\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u0648\u0644\u0647\u0627 \u062f\u0639\u0645 \u0648\u0627\u0633\u0639 \u0644\u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629. \u0625\u0646\u0647\u0627 \u0642\u0648\u064a\u0629 \u0648\u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0648\u062c\u0627\u0647\u0632\u0629 \u0644\u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u062c\u0627\u0641\u0627.<\/p>\n<h2>StanfordNLP<\/h2>\n<p>Stanford CoreNLP \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f. \u0648\u0623\u064f\u0646\u0634\u0626\u062a \u0631\u0648\u0627\u0628\u0637 \u0644\u0644\u063a\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0643\u062b\u064a\u0631\u0629 \u0644\u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u0627\u0631\u062c \u062c\u0627\u0641\u0627. \u0647\u064a \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u062c\u062f\u0651\u064b\u0627 \u0645\u0646 \u0645\u0624\u0633\u0633\u0629 \u0628\u062d\u062b\u064a\u0629 \u0645\u062a\u0645\u064a\u0632\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0642\u062f \u0644\u0627 \u062a\u0643\u0648\u0646 \u0623\u0641\u0636\u0644 \u062e\u064a\u0627\u0631 \u0644\u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0648\u0647\u064a \u0645\u0632\u062f\u0648\u062c\u0629 \u0627\u0644\u062a\u0631\u062e\u064a\u0635\u060c \u0645\u0639 \u062a\u0631\u062e\u064a\u0635 \u062e\u0627\u0635 \u0644\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u061b \u0644\u0630\u0627 \u062a\u0635\u0644\u062d \u0643\u062b\u064a\u0631\u064b\u0627 \u0644\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u062a\u062c\u0631\u064a\u0628\u060c \u0648\u0642\u062f \u062a\u0633\u062a\u0644\u0632\u0645 \u062a\u0643\u0644\u0641\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u064a \u0646\u0638\u0627\u0645 \u0625\u0646\u062a\u0627\u062c\u064a. \u0648\u0642\u062f \u064a\u0647\u0645 \u062a\u0646\u0641\u064a\u0630 \u0628\u0627\u064a\u062b\u0648\u0646 \u0642\u0631\u0627\u0621 \u0643\u062b\u064a\u0631\u064a\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0646\u0633\u062e\u0629 \u062c\u0627\u0641\u0627. \u0643\u0645\u0627 \u064a\u062f\u0631\u0633 \u0623\u0633\u062a\u0627\u0630 \u0645\u0646 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0623\u062d\u062f \u0623\u0641\u0636\u0644 \u0645\u0642\u0631\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0639\u0644\u0649 Coursera\u061b \u0627\u0646\u0638\u0631 \u0625\u0644\u064a\u0647 \u0645\u0639 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u0645\u062a\u0627\u0632\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n<h2>CogCompNLP<\/h2>\n<p>\u0637\u0648\u0631\u062a\u0647\u0627 \u062c\u0627\u0645\u0639\u0629 \u0625\u0644\u064a\u0646\u0648\u064a\u060c \u0648\u0644\u0647\u0627 \u0645\u0643\u062a\u0628\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0648\u0638\u0627\u0626\u0641 \u0634\u0628\u064a\u0647\u0629. \u062a\u0633\u062a\u0637\u064a\u0639 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0635 \u0645\u062d\u0644\u064a\u0651\u064b\u0627 \u0623\u0648 \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0628\u0639\u064a\u062f\u0629\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u062e\u0641\u0641 \u0639\u0628\u0626\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0646 \u062c\u0647\u0627\u0632\u0643. \u0648\u062a\u0648\u0641\u0631 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0635\u060c \u0648\u0648\u0633\u0645 \u0623\u0642\u0633\u0627\u0645 \u0627\u0644\u0643\u0644\u0627\u0645\u060c \u0648\u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0625\u0644\u0649 \u0639\u0628\u0627\u0631\u0627\u062a\u060c \u0648\u0648\u0633\u0645 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629\u060c \u0648\u0631\u062f \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0635\u064a\u063a\u0647\u0627 \u0627\u0644\u0645\u0639\u062c\u0645\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0625\u0644\u0649 \u0645\u0643\u0648\u0646\u0627\u062a\u060c \u0648\u0648\u0633\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629. \u0648\u0647\u064a \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0644\u0628\u062d\u062b \u0648\u062a\u0636\u0645 \u0645\u0643\u0648\u0646\u0627\u062a \u0643\u062b\u064a\u0631\u0629 \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641. \u0648\u0644\u0633\u062a \u0645\u062a\u0623\u0643\u062f\u064b\u0627 \u0645\u0646 \u0645\u0644\u0627\u0621\u0645\u062a\u0647\u0627 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0644\u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0625\u0646 \u0643\u0646\u062a \u062a\u0646\u0648\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062c\u0627\u0641\u0627.<\/p>\n<p>\u0645\u0627 \u0623\u062f\u0648\u0627\u062a\u0643 \u0648\u0645\u0643\u062a\u0628\u0627\u062a\u0643 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u061f \u0634\u0627\u0631\u0643\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a\u060c \u0648\u0628\u062e\u0627\u0635\u0629 \u0625\u0646 \u0644\u0645 \u0623\u0630\u0643\u0631\u0647\u0627 \u0647\u0646\u0627.<\/p>\n<h2>\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/h2>\n<ul>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>www.nltk.org\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>www.nltk.org\/book_1ed\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>spacy.io\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>textblob.readthedocs.io\/en\/dev\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>readthedocs.org\/projects\/textacy\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>pytorchnlp.readthedocs.io\/en\/latest\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>www.npmjs.com\/package\/retext<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>unified.js.org\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>www.npmjs.com\/package\/compromise<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>www.npmjs.com\/package\/natural<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>www.npmjs.com\/package\/node-nlp<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>opennlp.apache.org\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>stanfordnlp.github.io\/CoreNLP\/<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left;\"><span dir=\"ltr\">https<span>:\/\/<\/span>github.com\/CogComp\/cogcomp-nlp<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0637\u0648\u0631\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 NLP \u0643\u062b\u064a\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u064a\u0631\u0629. \u0648\u0647\u064a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u063a\u0651\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0648\u0627\u0644\u0646\u0635 \u0627\u0644\u062a\u0646\u0628\u0624\u064a \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0643\u0644\u0627\u0645 \u0648\u0627\u0644\u0646\u0635 \u0627\u0644\u062a\u064a \u062a\u062a\u062e\u0644\u0644 \u062d\u064a\u0627\u062a\u0646\u0627. \u0648\u062a\u062a\u0648\u0627\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0643\u062b\u064a\u0631\u0629\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[641,613],"tags":[],"class_list":["post-50431","post","type-post","status-publish","format-standard","hentry","category-technology-digital-transformation","category-issue-67"],"_links":{"self":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts\/50431","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=50431"}],"version-history":[{"count":6,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts\/50431\/revisions"}],"predecessor-version":[{"id":52304,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=\/wp\/v2\/posts\/50431\/revisions\/52304"}],"wp:attachment":[{"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=50431"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=50431"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/informaticsjournal.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=50431"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}