{"id":16195,"date":"2024-01-22T00:06:31","date_gmt":"2024-01-21T20:36:31","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/"},"modified":"2024-01-22T00:06:31","modified_gmt":"2024-01-21T20:36:31","slug":"%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/","title":{"rendered":"\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP: \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0686\u062a \u0631\u0628\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%da%86%d8%aa_%d8%a8%d8%a7%d8%aa_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u0686\u062a \u0628\u0627\u062a \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d8%b1%d9%88%db%8c%da%a9%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%da%86%d8%aa_%d8%a8%d8%a7%d8%aa\" >\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0686\u062a \u0628\u0627\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%da%86%d8%aa_%d8%a8%d8%a7%d8%aa_%d9%85%d8%a8%d8%aa%d9%86%db%8c_%d8%a8%d8%b1_%d9%82%d8%a7%d9%86%d9%88%d9%86_%d8%a8%d8%a7_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\" >\u062a\u0648\u0633\u0639\u0647 \u0686\u062a \u0628\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d8%b1%d8%af_%d9%86%db%8c%d8%a7%d8%b2\" >\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d8%a7%db%8c%d8%ac%d8%a7%d8%af_corpus\" >\u0627\u06cc\u062c\u0627\u062f Corpus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d9%be%db%8c%d8%b4_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d9%85%d8%aa%d9%86_%d9%88_%d8%aa%d8%a7%d8%a8%d8%b9_%da%a9%d9%85%da%a9%db%8c\" >\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0648 \u062a\u0627\u0628\u0639 \u06a9\u0645\u06a9\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d9%be%d8%a7%d8%b3%d8%ae_%d8%a8%d9%87_%d8%b3%d9%84%d8%a7%d9%85\" >\u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0644\u0627\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d9%be%d8%a7%d8%b3%d8%ae%da%af%d9%88%db%8c%db%8c_%d8%a8%d9%87_%d8%b3%d9%88%d8%a7%d9%84%d8%a7%d8%aa_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%a7%d9%86\" >\u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%da%86%d8%aa_%d8%a8%d8%a7_%da%86%d8%aa_%d8%a8%d8%a7%d8%aa\" >\u0686\u062a \u0628\u0627 \u0686\u062a \u0628\u0627\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-nlp-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%db%8c%da%a9-%da%86%d8%aa-%d8%b1%d8%a8%d8%a7%d8%aa-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-%d9%82\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0627\u0632\u062f\u0647\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0633\u0631\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP.  \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0645\u062e\u062a\u0635\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pypi.org\/project\/gensim\/\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0646\u0633\u06cc\u0645<\/a>.  \u062a\u0627\u06a9\u0646\u0648\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647\u060c \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062a\u0645\u0627\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f NLP \u0645\u0627\u0646\u0646\u062f NLTK\u060c SpaCy\u060c Gensim\u060c StanfordCoreNLP\u060c Pattern\u060c TextBlob \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0635\u062f \u0646\u062f\u0627\u0631\u06cc\u0645 \u0647\u06cc\u0686 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 NLP \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0639\u0648\u0636\u060c \u0645\u0627 \u06cc\u06a9 \u0631\u0628\u0627\u062a \u0686\u062a \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u0648\u0631\u0632\u0634 \u062a\u0646\u06cc\u0633 \u0627\u0633\u062a.  \u0627\u0645\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u06cc\u0633\u062a\u06cc \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u0686\u062a \u0648 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0635\u062d\u0628\u062a \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 id=\"whatisachatbot\"><span class=\"ez-toc-section\" id=\"%da%86%d8%aa_%d8%a8%d8%a7%d8%aa_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u0686\u062a \u0628\u0627\u062a \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0686\u062a \u0628\u0627\u062a \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u0642\u0627\u0644\u0628 \u0645\u062a\u0646\u060c \u06af\u0641\u062a\u0627\u0631 \u06cc\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0627\u0633\u062a.  \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647\u060c \u0686\u062a \u0628\u0627\u062a \u06cc\u06a9 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0686\u062a \u06a9\u0646\u062f \u0631\u0648\u06cc \u0647\u0631 \u0645\u0648\u0636\u0648\u0639\u06cc.  \u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0647 \u062f\u0648 \u0646\u0648\u0639 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f: \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0648\u0638\u06cc\u0641\u0647 \u06af\u0631\u0627 \u0648 \u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc.<\/p>\n<p>\u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0648\u0638\u06cc\u0641\u0647 \u06af\u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u06cc\u06a9 \u0631\u0628\u0627\u062a \u06af\u0641\u062a\u06af\u0648\u06cc \u0648\u0638\u06cc\u0641\u0647 \u0645\u062d\u0648\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0631\u0632\u0631\u0648 \u0642\u0637\u0627\u0631\u060c \u062a\u062d\u0648\u06cc\u0644 \u067e\u06cc\u062a\u0632\u0627 \u067e\u0627\u0633\u062e \u062f\u0647\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062f\u0631\u0645\u0627\u0646\u06af\u0631 \u067e\u0632\u0634\u06a9\u06cc \u0634\u062e\u0635\u06cc \u06cc\u0627 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0634\u062e\u0635\u06cc \u06a9\u0627\u0631 \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u062d\u062b \u0647\u0627\u06cc \u067e\u0627\u06cc\u0627\u0646\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0646\u0648\u0639 \u0633\u0648\u0645\u06cc \u0627\u0632 \u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627 \u0628\u0647 \u0646\u0627\u0645 \u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0647\u0645 \u062f\u0631 \u0628\u062d\u062b \u0648\u0638\u06cc\u0641\u0647\u200c\u0645\u062d\u0648\u0631 \u0648 \u0647\u0645 \u062f\u0631 \u0628\u062d\u062b\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0627\u0646 \u0628\u0627\u0632 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0634\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f.<\/p>\n<h3 id=\"approachesforchatbotdevelopment\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%88%db%8c%da%a9%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%da%86%d8%aa_%d8%a8%d8%a7%d8%aa\"><\/span>\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0686\u062a \u0628\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0686\u062a \u0628\u0627\u062a \u0628\u0647 \u062f\u0648 \u062f\u0633\u062a\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f: \u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0648 \u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.<\/p>\n<h4 id=\"learningbasedchatbots\">\u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/h4>\n<p>\u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0648\u0639\u06cc \u0627\u0632 \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633\u0634 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u062f\u0648 \u062f\u0633\u062a\u0647 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f: \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc.<\/p>\n<p>\u0686\u062a \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e \u062e\u0627\u0635\u06cc \u0631\u0627 \u0628\u0647 \u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0646\u062f.  \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0686\u062a \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u06a9\u0647 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u067e\u0631\u0648\u0627\u0632.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u06cc\u062a \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u060c \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0633\u062a.  \u0627\u06af\u0631\u0686\u0647 \u067e\u0627\u0633\u062e \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0645\u06cc\u0634\u0647 \u0635\u062d\u06cc\u062d \u0646\u0628\u0627\u0634\u062f\u060c \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0647\u0631 \u0646\u0648\u0639 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0647\u0633\u062a\u0646\u062f.  \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0634\u06a9\u0627\u0644\u0627\u062a \u0639\u0645\u062f\u0647 \u0627\u06cc\u0646 \u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0632\u0645\u0627\u0646 \u0648 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\u0647\u0631 \u0642\u0627\u0646\u0648\u0646 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u067e\u0627\u0633\u062e \u067e\u0631\u0633\u0634 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0637\u0644\u0627\u0639 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645\u06cc\u0634\u0647 \u0646\u062a\u0627\u06cc\u062c \u062f\u0642\u06cc\u0642\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0631\u0648\u06cc \u062c\u0646\u0628\u0647 \u0645\u0646\u0641\u06cc\u060c \u0622\u0646\u0647\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0646 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u060c \u0628\u0627\u06cc\u062f \u0642\u0648\u0627\u0646\u06cc\u0646 \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc\u060c \u0631\u0648\u0634 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0631\u0628\u0627\u062a \u0686\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0633\u0627\u062f\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u0648\u0631\u0632\u0634 \u062a\u0646\u06cc\u0633 \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2 id=\"rulebasedchatbotdevelopmentwithpython\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%da%86%d8%aa_%d8%a8%d8%a7%d8%aa_%d9%85%d8%a8%d8%aa%d9%86%db%8c_%d8%a8%d8%b1_%d9%82%d8%a7%d9%86%d9%88%d9%86_%d8%a8%d8%a7_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\"><\/span>\u062a\u0648\u0633\u0639\u0647 \u0686\u062a \u0628\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0686\u062a \u0628\u0627\u062a\u06cc \u06a9\u0647 \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u06cc\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0648\u0631\u0632\u0634 \u062a\u0646\u06cc\u0633 \u0628\u0627\u0634\u062f.  \u0645\u0627 \u0628\u0627 \u067e\u0627\u06a9 \u06a9\u0631\u062f\u0646 \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc\u200c\u067e\u062f\u06cc\u0627\u060c \u0686\u0646\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0631\u0648\u06cc \u062a\u0646\u06cc\u0633  \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u0642\u062f\u0627\u0631\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0631\u0648\u06cc \u0628\u062f\u0646\u0647 \u0648 \u0633\u067e\u0633 \u067e\u06cc\u06a9\u0631\u0647 \u0631\u0627 \u0628\u0647 \u062c\u0645\u0644\u0627\u062a \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0647 \u0634\u06a9\u0644 \u0628\u0631\u062f\u0627\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u062a\u0645\u0627\u0645 \u062c\u0645\u0644\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u06cc\u06a9\u0631\u0647 \u0646\u06cc\u0632 \u0628\u0647 \u0627\u0634\u06a9\u0627\u0644 \u0628\u0631\u062f\u0627\u0631 \u0645\u062a\u0646\u0627\u0638\u0631 \u062e\u0648\u062f \u062a\u0628\u062f\u06cc\u0644 \u062e\u0648\u0627\u0647\u0646\u062f \u0634\u062f.  \u0628\u0639\u062f \u062c\u0645\u0644\u0647 \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Cosine_similarity\">\u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633<\/a> \u0628\u0627 \u0628\u0631\u062f\u0627\u0631 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0633\u062e\u06cc \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0631\u0628\u0627\u062a \u0686\u062a \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<h3 id=\"importingrequiredlibraries\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d8%b1%d8%af_%d9%86%db%8c%d8%a7%d8%b2\"><\/span>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> nltk\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<span class=\"hljs-keyword\">import<\/span> random\n<span class=\"hljs-keyword\">import<\/span> string\n\n<span class=\"hljs-keyword\">import<\/span> bs4 <span class=\"hljs-keyword\">as<\/span> bs\n<span class=\"hljs-keyword\">import<\/span> urllib.request\n<span class=\"hljs-keyword\">import<\/span> re\n<\/code><\/pre>\n<p>\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/beautiful-soup-4.readthedocs.io\/en\/latest\/\">\u0633\u0648\u067e \u0632\u06cc\u0628\u06274<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 regex \u067e\u0627\u06cc\u062a\u0648\u0646\u060c <code>re<\/code>\u060c \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u0631\u0648\u06cc \u0645\u062a\u0646.<\/p>\n<h3 id=\"creatingthecorpus\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af_corpus\"><\/span>\u0627\u06cc\u062c\u0627\u062f Corpus<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u06af\u0641\u062a\u06cc\u0645 \u0627\u0632 \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0631\u0648\u06cc \u062a\u0646\u06cc\u0633 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0627.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0645\u0642\u0627\u0644\u0647 \u0648\u06cc\u06a9\u06cc\u200c\u067e\u062f\u06cc\u0627 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0645\u0627\u0645 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u062a\u0646 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre><code class=\"hljs\">raw_html = urllib.request.urlopen(<span class=\"hljs-string\">'https:\/\/en.wikipedia.org\/wiki\/Tennis'<\/span>)\nraw_html = raw_html.read()\n\narticle_html = bs.BeautifulSoup(raw_html, <span class=\"hljs-string\">'lxml'<\/span>)\n\narticle_paragraphs = article_html.find_all(<span class=\"hljs-string\">'p'<\/span>)\n\narticle_text = <span class=\"hljs-string\">''<\/span>\n\n<span class=\"hljs-keyword\">for<\/span> para <span class=\"hljs-keyword\">in<\/span> article_paragraphs:\n    article_text += para.text\n\narticle_text = article_text.lower()\n<\/code><\/pre>\n<h3 id=\"textpreprocessingandhelperfunction\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d9%85%d8%aa%d9%86_%d9%88_%d8%aa%d8%a7%d8%a8%d8%b9_%da%a9%d9%85%da%a9%db%8c\"><\/span>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0648 \u062a\u0627\u0628\u0639 \u06a9\u0645\u06a9\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627\u06cc\u062f \u0645\u062a\u0646 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062a\u0645\u0627\u0645 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0648 \u0641\u0636\u0627\u0647\u0627\u06cc \u062e\u0627\u0644\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u062e\u0648\u062f \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645.  \u0639\u0628\u0627\u0631\u062a \u0645\u0646\u0638\u0645 \u0632\u06cc\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<pre><code class=\"hljs\">article_text = re.sub(<span class=\"hljs-string\">r'\\((0-9)*\\)'<\/span>, <span class=\"hljs-string\">' '<\/span>, article_text)\narticle_text = re.sub(<span class=\"hljs-string\">r'\\s+'<\/span>, <span class=\"hljs-string\">' '<\/span>, article_text)\n<\/code><\/pre>\n<p>\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u062a\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062c\u0645\u0644\u0627\u062a \u0648 \u06a9\u0644\u0645\u0627\u062a \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0627 \u0647\u0631 \u062c\u0645\u0644\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">article_sentences = nltk.sent_tokenize(article_text)\narticle_words = nltk.word_tokenize(article_text)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u062a\u0648\u0627\u0628\u0639 \u06a9\u0645\u06a9\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062d\u0630\u0641 \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062a\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u06a9\u0646\u062f.  Lemmatization \u0628\u0647 \u06a9\u0627\u0647\u0634 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f root \u0641\u0631\u0645.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u06a9\u0644\u0645\u0647 &#8220;\u062e\u0648\u0631\u062f&#8221; \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u0628\u062e\u0648\u0631\u060c \u06a9\u0644\u0645\u0647 &#8220;\u067e\u0631\u062a\u0627\u0628&#8221; \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u067e\u0631\u062a\u0627\u0628 \u0645\u06cc \u0634\u0648\u062f \u0648 \u06a9\u0644\u0645\u0647 &#8220;\u0628\u062f\u062a\u0631&#8221; \u0628\u0647 &#8220;\u0628\u062f&#8221; \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<p>\u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">wnlemmatizer = nltk.stem.WordNetLemmatizer()\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">perform_lemmatization<\/span>(<span class=\"hljs-params\">tokens<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> (wnlemmatizer.lemmatize(token) <span class=\"hljs-keyword\">for<\/span> token <span class=\"hljs-keyword\">in<\/span> tokens)\n\npunctuation_removal = <span class=\"hljs-built_in\">dict<\/span>((<span class=\"hljs-built_in\">ord<\/span>(punctuation), <span class=\"hljs-literal\">None<\/span>) <span class=\"hljs-keyword\">for<\/span> punctuation <span class=\"hljs-keyword\">in<\/span> string.punctuation)\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">get_processed_text<\/span>(<span class=\"hljs-params\">document<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> perform_lemmatization(nltk.word_tokenize(document.lower().translate(punctuation_removal)))\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627 \u0645\u0627 \u0627\u0628\u062a\u062f\u0627 \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>WordNetLemmatizer<\/code> \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.nltk.org\/\">NTLK<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u0633\u067e\u0633 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>perform_lemmatization<\/code>\u060c \u06a9\u0647 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0641\u0647\u0631\u0633\u062a \u06a9\u0644\u0645\u0647 \u0627\u06cc \u0645\u062a\u0646\u0627\u0638\u0631 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0644\u0645\u0647 \u0627\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 <code>punctuation_removal<\/code> \u0644\u06cc\u0633\u062a \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c <code>get_processed_text<\/code> \u0645\u062a\u062f \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u0622\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0622\u0646 \u0631\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0639\u0644\u0627\u0626\u0645 \u0646\u06af\u0627\u0631\u0634\u06cc \u0631\u0627 \u0627\u0632 \u062c\u0645\u0644\u0647 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3 id=\"respondingtogreetings\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%d8%b3%d8%ae_%d8%a8%d9%87_%d8%b3%d9%84%d8%a7%d9%85\"><\/span>\u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0644\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u06a9 \u0631\u0628\u0627\u062a \u0686\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0647\u0633\u062a\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0627\u062d\u0648\u0627\u0644\u067e\u0631\u0633\u06cc\u060c \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062a\u0639\u0631\u06cc\u0641 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0627\u062d\u0648\u0627\u0644\u067e\u0631\u0633\u06cc\u060c \u062f\u0648 \u0644\u06cc\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645: <code>greeting_inputs<\/code> \u0648 <code>greeting_outputs<\/code>.  \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u06cc\u06a9 \u062a\u0628\u0631\u06cc\u06a9 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0622\u0646 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u0645 <code>greetings_inputs<\/code> \u062f\u0631 \u0644\u06cc\u0633\u062a\u060c \u0627\u06af\u0631 \u062e\u0648\u0634\u0627\u0645\u062f\u06af\u0648\u06cc\u06cc \u067e\u06cc\u062f\u0627 \u0634\u062f\u060c \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u067e\u0627\u0633\u062e\u06cc \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>greeting_outputs<\/code> \u0641\u0647\u0631\u0633\u062a<\/p>\n<p>\u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">greeting_inputs = (<span class=\"hljs-string\">\"hey\"<\/span>, <span class=\"hljs-string\">\"good morning\"<\/span>, <span class=\"hljs-string\">\"good evening\"<\/span>, <span class=\"hljs-string\">\"morning\"<\/span>, <span class=\"hljs-string\">\"evening\"<\/span>, <span class=\"hljs-string\">\"hi\"<\/span>, <span class=\"hljs-string\">\"whatsup\"<\/span>)\ngreeting_responses = (<span class=\"hljs-string\">\"hey\"<\/span>, <span class=\"hljs-string\">\"hey hows you?\"<\/span>, <span class=\"hljs-string\">\"*nods*\"<\/span>, <span class=\"hljs-string\">\"hello, how you doing\"<\/span>, <span class=\"hljs-string\">\"hello\"<\/span>, <span class=\"hljs-string\">\"Welcome, I am good and you\"<\/span>)\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">generate_greeting_response<\/span>(<span class=\"hljs-params\">greeting<\/span>):<\/span>\n    <span class=\"hljs-keyword\">for<\/span> token <span class=\"hljs-keyword\">in<\/span> greeting.split():\n        <span class=\"hljs-keyword\">if<\/span> token.lower() <span class=\"hljs-keyword\">in<\/span> greeting_inputs:\n            <span class=\"hljs-keyword\">return<\/span> random.choice(greeting_responses)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646\u062c\u0627 <code>generate_greeting_response()<\/code> \u0645\u062a\u062f \u0627\u0633\u0627\u0633\u0627\u064b \u0645\u0633\u0626\u0648\u0644 \u0627\u0639\u062a\u0628\u0627\u0631 \u067e\u06cc\u0627\u0645 \u062a\u0628\u0631\u06cc\u06a9 \u0648 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0633\u062a.<\/p>\n<h3 id=\"respondingtouserqueries\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%d8%b3%d8%ae%da%af%d9%88%db%8c%db%8c_%d8%a8%d9%87_%d8%b3%d9%88%d8%a7%d9%84%d8%a7%d8%aa_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%a7%d9%86\"><\/span>\u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u06cc\u0645\u060c \u067e\u0627\u0633\u062e \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0634\u06a9\u0644 \u0628\u0631\u062f\u0627\u0631 \u062c\u0645\u0644\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062c\u0645\u0644\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0628\u062f\u0646\u0647 \u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f <code>TfidfVectorizer<\/code> \u0648 <code>cosine_similarity<\/code> \u06a9\u0627\u0631\u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.feature_extraction.text <span class=\"hljs-keyword\">import<\/span> TfidfVectorizer\n<span class=\"hljs-keyword\">from<\/span> sklearn.metrics.pairwise <span class=\"hljs-keyword\">import<\/span> cosine_similarity\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u0627 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u0646\u06cc\u0633 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645.  \u0645\u0627 \u0631\u0648\u0634\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062c\u0645\u0644\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u06cc\u06a9\u0631\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">generate_response<\/span>(<span class=\"hljs-params\">user_input<\/span>):<\/span>\n    tennisrobo_response = <span class=\"hljs-string\">''<\/span>\n    article_sentences.append(user_input)\n\n    word_vectorizer = TfidfVectorizer(tokenizer=get_processed_text, stop_words=<span class=\"hljs-string\">'english'<\/span>)\n    all_word_vectors = word_vectorizer.fit_transform(article_sentences)\n    similar_vector_values = cosine_similarity(all_word_vectors(-<span class=\"hljs-number\">1<\/span>), all_word_vectors)\n    similar_sentence_number = similar_vector_values.argsort()(<span class=\"hljs-number\">0<\/span>)(-<span class=\"hljs-number\">2<\/span>)\n\n    matched_vector = similar_vector_values.flatten()\n    matched_vector.sort()\n    vector_matched = matched_vector(-<span class=\"hljs-number\">2<\/span>)\n\n    <span class=\"hljs-keyword\">if<\/span> vector_matched == <span class=\"hljs-number\">0<\/span>:\n        tennisrobo_response = tennisrobo_response + <span class=\"hljs-string\">\"I am sorry, I could not understand you\"<\/span>\n        <span class=\"hljs-keyword\">return<\/span> tennisrobo_response\n    <span class=\"hljs-keyword\">else<\/span>:\n        tennisrobo_response = tennisrobo_response + article_sentences(similar_sentence_number)\n        <span class=\"hljs-keyword\">return<\/span> tennisrobo_response\n<\/code><\/pre>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 <code>generate_response()<\/code> \u0645\u062a\u062f \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a.  \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062e\u0627\u0644\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>tennisrobo_response<\/code>.  \u0633\u067e\u0633 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0647 \u0644\u06cc\u0633\u062a \u062c\u0645\u0644\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u067e\u0633 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0633\u0637\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">word_vectorizer = TfidfVectorizer(tokenizer=get_processed_text, stop_words=<span class=\"hljs-string\">'english'<\/span>)\nall_word_vectors = word_vectorizer.fit_transform(article_sentences)\n<\/code><\/pre>\n<p>\u0631\u0627 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>tfidfvectorizer<\/code> \u0648 \u0633\u067e\u0633 \u062a\u0645\u0627\u0645 \u062c\u0645\u0644\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u06cc\u06a9\u0631\u0647 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062c\u0645\u0644\u0647 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0628\u0631\u062f\u0627\u0631 \u0645\u062a\u0646\u0627\u0638\u0631 \u062e\u0648\u062f \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u062e\u0637 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">similar_vector_values = cosine_similarity(all_word_vectors(-<span class=\"hljs-number\">1<\/span>), all_word_vectors)\n<\/code><\/pre>\n<p>\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>cosine_similarity<\/code> \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u06cc\u0646 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0648\u0631\u062f \u062f\u0631 <code>all_word_vectors<\/code> \u0644\u06cc\u0633\u062a (\u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u06a9\u0644\u0645\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a) \u0648 \u06a9\u0644\u0645\u0647 \u0628\u0631\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u062c\u0645\u0644\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647.<\/p>\n<p>\u0628\u0639\u062f\u060c \u062f\u0631 \u062e\u0637 \u0632\u06cc\u0631:<\/p>\n<pre><code class=\"hljs\">similar_sentence_number = similar_vector_values.argsort()(<span class=\"hljs-number\">0<\/span>)(-<span class=\"hljs-number\">2<\/span>)\n<\/code><\/pre>\n<p>\u0645\u0627 \u0644\u06cc\u0633\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u0647\u0627\u06cc \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0627\u0633\u062a \u0645\u0631\u062a\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062f\u0648\u0645\u06cc\u0646 \u0645\u0648\u0631\u062f \u0622\u062e\u0631 \u0644\u06cc\u0633\u062a \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0631\u0627 (\u067e\u0633 \u0627\u0632 \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc) \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.  \u0622\u062e\u0631\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u062e\u0648\u062f \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0622\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0635\u0627\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0634\u0628\u0627\u0647\u062a \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0635\u0641\u0631 \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631.  \u0627\u06af\u0631 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0631\u062f\u0627\u0631 \u0645\u0646\u0637\u0628\u0642 0 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u067e\u0631\u0633\u0634 \u0645\u0627 \u067e\u0627\u0633\u062e\u06cc \u0646\u062f\u0627\u0631\u062f.  \u062f\u0631 \u0622\u0646 \u0635\u0648\u0631\u062a\u060c \u0645\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc print \u06a9\u0647 \u0645\u0627 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u062f\u0631\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a\u060c \u0627\u06af\u0631 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0635\u0641\u0631 \u0646\u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0645\u0634\u0627\u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0631 \u067e\u06cc\u06a9\u0631\u0647 \u062e\u0648\u062f \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u06cc\u0645.  \u062f\u0631 \u0622\u0646 \u0635\u0648\u0631\u062a\u060c \u0645\u0627 \u0641\u0642\u0637 \u0646\u0645\u0627\u06cc\u0647 \u062c\u0645\u0644\u0647 \u0645\u0646\u0637\u0628\u0642 \u0631\u0627 \u0628\u0647 \u0644\u06cc\u0633\u062a &#8220;article_sentences&#8221; \u062e\u0648\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0645\u0627\u0645 \u062c\u0645\u0644\u0627\u062a \u0627\u0633\u062a \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"chattingwiththechatbot\"><span class=\"ez-toc-section\" id=\"%da%86%d8%aa_%d8%a8%d8%a7_%da%86%d8%aa_%d8%a8%d8%a7%d8%aa\"><\/span>\u0686\u062a \u0628\u0627 \u0686\u062a \u0628\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0628\u0627\u06cc\u062f \u062a\u0627\u0628\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0627 \u0686\u062a \u0628\u0627\u062a\u06cc \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0686\u062a \u06a9\u0646\u06cc\u0645.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u06a9\u0645\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645 \u06a9\u0647 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u00abBye\u00bb \u0631\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0646\u062f\u060c \u0628\u0647 \u0627\u062c\u0631\u0627 \u0627\u062f\u0627\u0645\u0647 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f.<\/p>\n<p>\u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f\u060c \u06a9\u062f \u0628\u0639\u062f \u0627\u0632 \u0622\u0646 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">continue_dialogue = <span class=\"hljs-literal\">True<\/span>\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"Hello, I am your friend TennisRobo. You can ask me any question regarding tennis:\"<\/span>)\n<span class=\"hljs-keyword\">while<\/span>(continue_dialogue == <span class=\"hljs-literal\">True<\/span>):\n    human_text = <span class=\"hljs-built_in\">input<\/span>()\n    human_text = human_text.lower()\n    <span class=\"hljs-keyword\">if<\/span> human_text != <span class=\"hljs-string\">'bye'<\/span>:\n        <span class=\"hljs-keyword\">if<\/span> human_text == <span class=\"hljs-string\">'thanks'<\/span> <span class=\"hljs-keyword\">or<\/span> human_text == <span class=\"hljs-string\">'thank you very much'<\/span> <span class=\"hljs-keyword\">or<\/span> human_text == <span class=\"hljs-string\">'thank you'<\/span>:\n            continue_dialogue = <span class=\"hljs-literal\">False<\/span>\n            <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"TennisRobo: Most welcome\"<\/span>)\n        <span class=\"hljs-keyword\">else<\/span>:\n            <span class=\"hljs-keyword\">if<\/span> generate_greeting_response(human_text) != <span class=\"hljs-literal\">None<\/span>:\n                <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"TennisRobo: \"<\/span> + generate_greeting_response(human_text))\n            <span class=\"hljs-keyword\">else<\/span>:\n                <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"TennisRobo: \"<\/span>, end=<span class=\"hljs-string\">\"\"<\/span>)\n                <span class=\"hljs-built_in\">print<\/span>(generate_response(human_text))\n                article_sentences.remove(human_text)\n    <span class=\"hljs-keyword\">else<\/span>:\n        continue_dialogue = <span class=\"hljs-literal\">False<\/span>\n        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"TennisRobo: Good bye and take care of yourself...\"<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u0627\u0628\u062a\u062f\u0627 \u067e\u0631\u0686\u0645 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u06cc\u0645 <code>continue_dialogue<\/code> \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc  \u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u0645\u0627 print \u06cc\u06a9 \u067e\u06cc\u0627\u0645 \u062e\u0648\u0634\u0627\u0645\u062f\u06af\u0648\u06cc\u06cc \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0631\u06af\u0648\u0646\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0627\u0631\u062f.  \u0628\u0639\u062f\u060c \u06cc\u06a9 \u062d\u0644\u0642\u0647 while \u0631\u0627 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0647 \u0627\u062c\u0631\u0627 \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f <code>continue_dialogue<\/code> \u067e\u0631\u0686\u0645 \u062f\u0631\u0633\u062a \u0627\u0633\u062a  \u062f\u0631 \u062f\u0627\u062e\u0644 \u062d\u0644\u0642\u0647\u060c \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0633\u067e\u0633 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 <code>human_text<\/code> \u0645\u062a\u063a\u06cc\u0631.  \u0627\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631 \u06a9\u0644\u0645\u0647 &#8220;\u0628\u0627\u06cc&#8221; \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u062f\u060c <code>continue_dialogue<\/code> \u0631\u0648\u06cc false \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0648 \u067e\u06cc\u0627\u0645 \u062e\u062f\u0627\u062d\u0627\u0641\u0638\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0686\u0627\u067e \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0627\u06af\u0631 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u00ab\u0628\u0627\u06cc\u00bb \u0646\u0628\u0627\u0634\u062f\u060c \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0644\u0645\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u00ab\u0645\u062a\u0634\u06a9\u0631\u0645\u00bb\u060c \u00ab\u0645\u062a\u0634\u06a9\u0631\u0645\u00bb \u0648 \u063a\u06cc\u0631\u0647 \u062f\u0627\u0631\u062f \u06cc\u0627 \u062e\u06cc\u0631.  \u062f\u0631 \u0635\u0648\u0631\u062a \u06cc\u0627\u0641\u062a\u0646 \u0686\u0646\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a\u06cc\u060c \u06cc\u06a9 \u067e\u0627\u0633\u062e &#8220;\u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f&#8221; \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.  \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a\u060c \u0627\u06af\u0631 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u0628\u0631 \u0646\u0628\u0627\u0634\u062f <code>None<\/code>\u060c <code>generate_response<\/code> \u0631\u0648\u0634\u06cc \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0627\u0633\u062e \u06a9\u0627\u0631\u0628\u0631 \u0648\u0627\u06a9\u0634\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0628\u062e\u0634 \u0622\u062e\u0631 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u067e\u0627\u0633\u062e \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u060c \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062c\u0645\u0644\u0627\u062a \u062d\u0630\u0641 \u0645\u06cc \u0634\u0648\u062f \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0627\u0634\u062f.  \u0627\u06cc\u0646 process \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u06cc\u0627\u0628\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u00ab\u0628\u0627\u06cc\u00bb \u0631\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0646\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0631\u0627 \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0631\u0628\u0627\u062a \u0686\u062a\u060c \u0686\u062a \u0631\u0628\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0642\u0648\u0627\u0646\u06cc\u0646 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0631\u0648\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0686\u062a \u0628\u0627\u062a \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u0642\u0648\u0627\u0646\u06cc\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a chatbot \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/python-nlp-creating-rule-based-chatbot-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0646 \u0648\u0631\u0648\u062f\u06cc &#8220;roger federer&#8221; \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0645 \u0648 \u067e\u0627\u0633\u062e \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">However, it must be noted that both rod laver and ken rosewall also won major pro slam tournaments \u0631\u0648\u06cc all three surfaces (grass, clay, wood) rosewall in 1963 and laver in 1967. More recently, Roger Federer is considered by many observers to have the most \"complete\" game in modern tennis.\"\n<\/code><\/pre>\n<p>\u067e\u0627\u0633\u062e \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0642\u06cc\u0642 \u0646\u0628\u0627\u0634\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0647\u0646\u0648\u0632 \u0645\u0646\u0637\u0642\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0630\u06a9\u0631 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u062f\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0648\u0633\u0639\u0647 \u06cc\u06a9 \u0686\u062a \u0628\u0627\u062a \u0628\u06cc \u0646\u0642\u0635 \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u062a\u0648\u0636\u06cc\u062d \u0627\u0635\u0644 \u06a9\u0627\u0631 \u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0627\u0633\u062a.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u0639\u0648\u0627\u0645\u0644 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0628\u0627 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0634\u0631\u06a9\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u062c\u0627\u06cc\u06af\u0627\u0647 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0632\u0646\u062f\u06af\u06cc \u0627\u0632 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0634\u062e\u0635\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0631\u0632\u0631\u0648 \u0628\u0644\u06cc\u0637 \u0648 \u062f\u0631\u0645\u0627\u0646\u06af\u0631\u0627\u0646 \u0641\u06cc\u0632\u06cc\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0686\u062a \u0628\u0627\u062a \u0628\u0647 \u062c\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0628\u0627\u0634\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062a\u0648\u0633\u0639\u0647 \u06cc\u06a9 \u0686\u062a \u0628\u0627\u062a \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0646\u0633\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0631\u0648\u0634 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0686\u062a \u0628\u0627\u062a \u0633\u0627\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645.  \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0628\u0639\u062f\u06cc\u060c \u0628\u0631\u062e\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0639\u0631\u0635\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-22 00:06:06<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16195&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP: \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0686\u062a \u0631\u0628\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0627\u06cc\u0646 \u062f\u0648\u0627\u0632\u062f\u0647\u0645\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0633\u0631\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc NLP. \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0645\u062e\u062a\u0635\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0646\u0633\u06cc\u0645. \u062a\u0627\u06a9\u0646\u0648\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647\u060c \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062a\u0645\u0627\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f NLP \u0645\u0627\u0646\u0646\u062f NLTK\u060c SpaCy\u060c Gensim\u060c StanfordCoreNLP\u060c Pattern\u060c TextBlob \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0635\u062f \u0646\u062f\u0627\u0631\u06cc\u0645 \u0647\u06cc\u0686 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16196,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-16195","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16195","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=16195"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16195\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16196"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16195"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16195"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16195"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}