{"id":9167,"date":"2023-12-26T05:48:14","date_gmt":"2023-12-26T02:18:14","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/"},"modified":"2023-12-26T05:48:14","modified_gmt":"2023-12-26T02:18:14","slug":"%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/","title":{"rendered":"\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 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href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/#%d9%86%d8%ad%d9%88%d9%87_%d8%aa%d9%87%db%8c%d9%87_%d9%88_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%81%db%8c%d9%84%d9%85_%d9%87%d8%a7\" >\u0646\u062d\u0648\u0647 \u062a\u0647\u06cc\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/#%d9%86%d8%ad%d9%88%d9%87_%d8%b3%d8%a7%d8%ae%d8%aa_%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1-_%d8%a2%db%8c%d8%aa%d9%85\" >\u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a \u0645\u0627\u062a\u0631\u06cc\u0633 \u06a9\u0627\u0631\u0628\u0631- \u0622\u06cc\u062a\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/#%d9%86%d8%ad%d9%88%d9%87_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d9%88_%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d9%85%d8%af%d9%84\" 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href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/#%d9%86%d8%ad%d9%88%d9%87_%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa_%d8%aa%d9%88%d8%b5%db%8c%d9%87_%d9%87%d8%a7_%d8%a7%d8%b2_%d9%85%d8%af%d9%84\" >\u0646\u062d\u0648\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627 \u0627\u0632 \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/#%d9%85%d8%b2%d8%a7%db%8c%d8%a7_%d9%88_%d9%85%d8%ad%d8%af%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d9%81%db%8c%d9%84%d8%aa%d8%b1_%d9%85%d8%b4%d8%a7%d8%b1%da%a9%d8%aa%db%8c\" >\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d9%81%db%8c%d9%84%d9%85-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%81%db%8c%d9%84%d8%aa%d8%b1\/#%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\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<section class=\"post-content \" data-test-label=\"post-content\">\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0627\u0632 \u062f\u0648\u0633\u062a\u0627\u0646\u0645\u0627\u0646. <\/p>\n<p>\u063a\u0627\u0641\u0644\u06af\u06cc\u0631 \u0634\u062f\u0646\u061f  \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f.  \u0645\u0627 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u062f\u0631 \u0622\u0645\u0627\u0632\u0648\u0646\u060c \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0644\u0628\u0627\u0633 \u062f\u0631 Myntra\u060c \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0641\u06cc\u0644\u0645 \u0631\u0627 \u062f\u0631 Netflix \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a\u060c \u062e\u0631\u06cc\u062f\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u0648 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\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.  \u062f\u0627\u0646\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u062c\u0631\u0628\u0647 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Pandas\u060c NumPy \u0648 Scikit-learn \u0646\u06cc\u0632 \u0645\u0641\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/p>\n<p>\u0627\u06af\u0631 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u062a\u0627\u0632\u0647 \u06a9\u0627\u0631 \u0647\u0633\u062a\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0648\u0631\u0647 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc 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\u0628\u0647 \u062c\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u060c \u0633\u0627\u06cc\u0631 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0645\u0634\u0627\u0628\u0647 \u0634\u0645\u0627 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0641\u06cc\u0644\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062d\u062a\u0648\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0646\u0645\u06cc \u06af\u06cc\u0631\u062f. <\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0647 \u0645\u062b\u0627\u0644 \u062e\u0648\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u06cc \u0641\u06cc\u0644\u0645 \u0628\u0631\u06af\u0631\u062f\u06cc\u0645.  \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0647 \u0641\u06cc\u0644\u0645\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0644\u0630\u062a \u0628\u0631\u062f\u0647\u200c\u0627\u06cc\u062f \u0646\u06af\u0627\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0647\u0645\u0627\u0646 \u0641\u06cc\u0644\u0645\u200c\u0647\u0627 \u0631\u0627 \u062f\u0648\u0633\u062a \u062f\u0627\u0634\u062a\u0646\u062f.  \u0633\u067e\u0633 \u0645\u06cc \u0628\u06cc\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u0634\u0627\u0628\u0647 \u0627\u0632 \u0686\u0647 \u0686\u06cc\u0632 \u062f\u06cc\u06af\u0631\u06cc \u0644\u0630\u062a \u0628\u0631\u062f\u0647 \u0627\u0646\u062f \u0648 \u0622\u0646 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. <\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0634\u0645\u0627 \u0648 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0648\u0633\u062a\u0627\u0646\u062a\u0627\u0646 \u0647\u0631 \u062f\u0648 \u0639\u0627\u0634\u0642 The Shawshank Redemption \u0647\u0633\u062a\u06cc\u062f\u060c \u0648 \u062f\u0648\u0633\u062a \u0634\u0645\u0627 \u0646\u06cc\u0632 \u0639\u0627\u0634\u0642 Forrest Gump \u0627\u0633\u062a\u060c \u0633\u06cc\u0633\u062a\u0645 Forrest Gump \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0647 \u0634\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0633\u0644\u06cc\u0642\u0647 \u062f\u0648\u0633\u062a \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f. <\/p>\n<p>\u062f\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647\u060c \u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a \u0645\u0648\u062a\u0648\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0641\u06cc\u0644\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u062a\u0631\u06a9 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f.<\/p>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/wJ_Zjqr5YvwCMHqnbazh_QBZU6mXFVbtWfk9JoLvvpB5xj9YyuQ-uLAs3wUBMkqhvYGzo4w2ORz9H8qwDm1U97TlLUpjkQDH-8li.png\" class=\"kg-image\" alt=\"wJ_Zjqr5YvwCMHqnbazh_QBZU6mXFVbtWfk9JoLvvpB5xj9YyuQ-uLAs3wUBMkqhvYGzo4w2ORz9H8qwDm1U97TlLUpjkQDH-8liZEqVVPB5xj9YyuQ-uLAs3wUBMkqhvYGzo4w2ORz9H8qwDm1U97TlLUpjkQDH-8liZE9HVKXAd 3_Hu7lL-Y_cVNuQ\" width=\"1024\" height=\"1024\" loading=\"lazy\" title=\"\"><figcaption>\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a \u0645\u0648\u062a\u0648\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0641\u06cc\u0644\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc<\/figcaption><\/figure>\n<h2 id=\"how-to-prepare-and-process-the-movies-dataset\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d8%aa%d9%87%db%8c%d9%87_%d9%88_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%81%db%8c%d9%84%d9%85_%d9%87%d8%a7\"><\/span>\u0646\u062d\u0648\u0647 \u062a\u0647\u06cc\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u06af\u0627\u0645 \u0647\u0631 \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0648 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u062f\u0641 \u0645\u0627 \u0633\u0627\u062e\u062a \u0645\u0648\u062a\u0648\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0641\u06cc\u0644\u0645 \u0627\u0633\u062a\u060c \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0641\u06cc\u0644\u0645 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0627\u0645.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u06cc\u06af\u0627\u0646 \u062f\u0631 Kaggle \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0639\u0645\u0648\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0641\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u062f\u0631 \u0642\u0627\u0644\u0628 CSV \u0627\u0633\u062a:<\/p>\n<ol>\n<li><em>Ratings.csv<\/em>: \u0634\u0627\u0645\u0644 \u0627\u0645\u062a\u06cc\u0627\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0647\u0631 \u0641\u06cc\u0644\u0645\u06cc \u06a9\u0647 \u062a\u0645\u0627\u0634\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a<\/li>\n<li><em>Movies_metadata.csv<\/em>: \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0698\u0627\u0646\u0631\u060c \u0628\u0648\u062f\u062c\u0647\u060c \u062a\u0627\u0631\u06cc\u062e \u0627\u0646\u062a\u0634\u0627\u0631\u060c \u062f\u0631\u0622\u0645\u062f \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u0641\u06cc\u0644\u0645\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ol>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc CSV \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645. <\/p>\n<pre><code class=\"language-python\">import os\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt<\/code><\/pre>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f <em>\u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0647\u0627<\/em> \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u067e\u0627\u0646\u062f\u0627 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0628\u0647 \u0633\u062a\u0648\u0646 \u0647\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre><code class=\"language-python\">user_ratings_df = pd.read_csv(\"..\/input\/the-movies-dataset\/ratings.csv\")\nuser_ratings_df.head()<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/gwVTHmk5vVq5272EqnszziBLxG0jUPFZifPyzvWKicWgN8CRf_Qit01kdDwrtcOrkUSJJJkwRPInDb5evsAuk98c1x9CeSWZFEX6.png\" class=\"kg-image\" alt=\"gwVTHmk5vVq5272EqnszziBLxG0jUPFZifPyzvWKicWgN8CRf_Qit01kdDwrtcOrkUSJJJkwRPInDb5evsAuk98c1x9CeSWZFEX6yjio8syzg5H5H5LhN8CRfBxf2D MmM\" width=\"548\" height=\"308\" loading=\"lazy\" title=\"\"><figcaption>\u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0627\u062f\u0647 \u067e\u0627\u0646\u062f\u0627<\/figcaption><\/figure>\n<p>\u0627\u06cc\u0646 <strong>\u0634\u0646\u0627\u0633\u0647 \u06a9\u0627\u0631\u0628\u0631<\/strong> \u0633\u062a\u0648\u0646 \u062f\u0627\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0634\u062a\u0631\u06cc \u0627\u0633\u062a\u060c \u0648 <strong>\u0634\u0646\u0627\u0633\u0647 \u0641\u06cc\u0644\u0645<\/strong> \u062f\u0627\u0631\u0627\u06cc \u0634\u0645\u0627\u0631\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u06cc\u0644\u0645 \u0627\u0633\u062a.  \u0627\u06cc\u0646 <strong>\u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc<\/strong> \u0633\u062a\u0648\u0646 \u0634\u0627\u0645\u0644 \u0627\u0645\u062a\u06cc\u0627\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062e\u0627\u0635 \u0628\u0647 \u0641\u06cc\u0644\u0645 \u0627\u0632 5 \u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a <strong>\u0645\u0647\u0631 \u0632\u0645\u0627\u0646\u06cc<\/strong> \u0633\u062a\u0648\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062d\u0630\u0641 \u06a9\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u062f \u0628\u0647 \u0622\u0646 \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0631\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0641\u0631\u0627\u062f\u0627\u062f\u0647 \u0641\u06cc\u0644\u0645 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u06cc\u062a\u0627 \u0641\u0631\u06cc\u0645 \u0628\u062e\u0648\u0627\u0646\u06cc\u0645.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0641\u0642\u0637 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648 \u0698\u0627\u0646\u0631 \u0641\u06cc\u0644\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 MovieID \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u0645.<\/p>\n<pre><code class=\"language-python\">movie_metadata = pd.read_csv(\"..\/input\/the-movies-dataset\/movies_metadata.csv\")\nmovie_metadata = movie_names[['title', 'genres']]\nmovie_metadata.head()<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/85sTR6KWMLUBRn7vtlCtLK-pfZzuBdgy13w76iCQ6elqnOhFmSsHk2me6Sh35eAV277VkWKpTWIFy6fL3Bl6T6gvyHwXu8eZ0mK1.png\" class=\"kg-image\" alt=\"85Str6Kwmlubrn7vtlctlk-pfzzubdgy13w76icq6elqnohfmsshk2me6sh35eav27vkwkptwify6ftwify6t6gvyhwxu8ez0mk18sh-m78u9j6dl9j69j69j69j69j69j69j69j69j69j6d \u0645\u0646\" width=\"910\" height=\"316\" loading=\"lazy\" title=\"\"><figcaption>\u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0639\u0646\u0648\u0627\u0646 \u0648 \u0698\u0627\u0646\u0631 \u0641\u06cc\u0644\u0645 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0634\u0646\u0627\u0633\u0647 \u0641\u06cc\u0644\u0645<\/figcaption><\/figure>\n<p>\u0633\u067e\u0633\u060c \u0627\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0633\u062a\u0648\u0646 \u0645\u0634\u062a\u0631\u06a9 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f <strong>\u0634\u0646\u0627\u0633\u0647 \u0641\u06cc\u0644\u0645<\/strong>.<\/p>\n<pre><code class=\"language-pyhton\">movie_data = user_ratings_df.merge(movie_metadata, on='movieId')\nmovie_data.head()<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u06a9\u062a\u0634\u0627\u0641\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u06cc\u0644\u0645 \u0631\u0627 \u0628\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc\u060c \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u062a\u0628\u0647 \u0648 \u063a\u06cc\u0631\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646\u0647\u0627 \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"how-to-build-the-user-item-matrix\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d8%b3%d8%a7%d8%ae%d8%aa_%d9%85%d8%a7%d8%aa%d8%b1%db%8c%d8%b3_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1-_%d8%a2%db%8c%d8%aa%d9%85\"><\/span>\u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a \u0645\u0627\u062a\u0631\u06cc\u0633 \u06a9\u0627\u0631\u0628\u0631- \u0622\u06cc\u062a\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0631\u0648\u06cc \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0641\u06cc\u0644\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0634\u0627\u0631\u06a9\u062a \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u06cc\u0645.  \u0647\u062f\u0641 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0634\u0641 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062a\u0631\u062c\u06cc\u062d\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u0641 \u0627\u0633\u062a <strong>\u0645\u0627\u062a\u0631\u06cc\u0633 \u06a9\u0627\u0631\u0628\u0631 &#8211; \u0622\u06cc\u062a\u0645<\/strong>.  \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u0637\u0631\u0641 \u0648 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u062f\u0631 \u0633\u0645\u062a \u062f\u06cc\u06af\u0631 \u0641\u0647\u0631\u0633\u062a \u0634\u062f\u0647 \u0627\u0646\u062f.  \u0647\u0631 \u0633\u0644\u0648\u0644 \u062f\u0631 \u0635\u0641\u062d\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0641\u06cc\u0644\u0645 \u062e\u0627\u0635\u06cc \u0631\u0627 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u062f \u06cc\u0627 \u062e\u06cc\u0631.  \u0633\u067e\u0633 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633\u060c \u06cc\u0627\u0641\u062a\u0646 \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u062a\u0648\u0644\u06cc\u062f \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0645\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f: \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631 \u06a9\u0634\u0641 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u063a\u06cc\u0631\u0645\u0646\u062a\u0638\u0631\u0647 \u0639\u0627\u0644\u06cc \u0627\u0633\u062a.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0641\u062a\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0641\u06cc\u0644\u0645\u06cc \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u062f\u0647\u062f \u06a9\u0647 \u0634\u0627\u06cc\u062f \u0647\u0631\u06af\u0632 \u0628\u0647 \u0622\u0646 \u0641\u06a9\u0631 \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0627\u0645\u0627 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u062f\u0648\u0633\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0641\u06cc\u0644\u0645 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0645\u062d\u0648\u0631\u06cc \u062f\u0627\u062e\u0644\u06cc \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 Pandas \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.  \u0645\u0627 \u0646\u06cc\u0632 \u0627\u0632 <strong><code>fillna()<\/code><\/strong>  \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u0646\u0633\u0628\u062a \u062f\u0627\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u06cc\u0627 \u062a\u0647\u06cc \u0628\u0627 0.<\/p>\n<pre><code class=\"language-python\">user_item_matrix = ratings_data.pivot(index=['userId'], columns=['movieId'], values=\"rating\").fillna(0)\nuser_item_matrix\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062e\u0631\u0648\u062c\u06cc \u0645\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/pSpOQE0CsFOdRl1Rkf4Udo0FvTz7N7NDEHi82vYkHkZRwXp0cjsfgTW2OubIg1gHOgX27lBTsVExbsJoTO93M9THzmGduM_PulBP.png\" class=\"kg-image\" alt=\"pSpOQE0CsFOdRl1Rkf4Udo0FvTz7N7NDEHi82vYkHkZRwXp0cjsfgTW2OubIg1gHOgX27lBTsVExbsJoTO93M9THzmGduM_PulBPTXvv_DKvPhPVCF82VBKVXVCF BGwWvNn-neQjEI\" width=\"780\" height=\"704\" loading=\"lazy\" title=\"\"><figcaption>\u0645\u0627\u062a\u0631\u06cc\u0633 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0641\u06cc\u0644\u0645-\u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627<\/figcaption><\/figure>\n<p>\u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a\u060c \u0645\u0627\u062a\u0631\u06cc\u0633 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0628\u0627\u0634\u062f.  \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0635\u0641\u0631 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0645\u0642\u062f\u0627\u0631 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.  \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>\u062a\u0646\u062f<\/strong> \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af\u060c \u0628\u0633\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2 id=\"how-to-define-and-train-the-model\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d9%88_%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d9%85%d8%af%d9%84\"><\/span>\u0646\u062d\u0648\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0645\u0634\u062a\u0631\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627\u0646\u0646\u062f <strong>K-\u0646\u0632\u062f\u06cc\u06a9 \u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646<\/strong> (KNN) \u0648 <strong>SVD<\/strong>.  \u0645\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 KNN \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f. <\/p>\n<p>KNN \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.  \u06cc\u06a9 \u062a\u0627\u0628\u0644\u0648\u06cc \u0631\u0646\u06af\u0627\u0631\u0646\u06af \u063a\u0648\u0644\u200c\u067e\u06cc\u06a9\u0631 \u0631\u0627 \u0628\u0627 \u0646\u0642\u0627\u0637\u06cc \u06a9\u0647 \u0622\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f (\u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u0645\u200c\u0647\u0627) \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f.  \u0647\u0631 \u0646\u0642\u0637\u0647 \u0628\u0647 \u0646\u0642\u0627\u0637 \u0645\u0634\u0627\u0628\u0647 \u0646\u0632\u062f\u06cc\u06a9 \u0627\u0633\u062a.  \u0648\u0642\u062a\u06cc \u0627\u0632 KNN \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f\u060c \u0646\u0642\u0637\u0647 \u0645\u0648\u0631\u062f \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0644\u0648 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0628\u0647 \u0627\u0637\u0631\u0627\u0641 \u0646\u06af\u0627\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0646\u0642\u0637\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f &#8211; \u0627\u06cc\u0646\u0647\u0627 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0634\u0645\u0627 \u0647\u0633\u062a\u0646\u062f. <\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u062a\u0631\u06cc\u06a9 \u062f\u0631 KNN \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.  \u0645\u0627\u0646\u0646\u062f \u062e\u0637 \u06a9\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u0639\u06cc\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0627\u0633\u062a.<\/p>\n<h3 id=\"what-is-cosine-similarity\"><span class=\"ez-toc-section\" id=\"%d8%b4%d8%a8%d8%a7%d9%87%d8%aa_%da%a9%d8%b3%db%8c%d9%86%d9%88%d8%b3_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0634\u0628\u0627\u0647\u062a \u062f\u0648 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a (\u0645\u0627\u0646\u0646\u062f \u0627\u0633\u0646\u0627\u062f \u06cc\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc) \u0631\u0627 \u0635\u0631\u0641 \u0646\u0638\u0631 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.  \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 NLP \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u06a9\u0644\u0645\u0627\u062a \u0628\u0627\u0641\u062a \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644 KNN\u060c \u0645\u062a\u0631\u06cc\u06a9 \u0648 \u0633\u0627\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u060c \u0642\u0637\u0639\u0647 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.  \u0645\u062f\u0644 \u0628\u0631 \u0631\u0648\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u06a9\u0627\u0631\u0628\u0631-\u0645\u0648\u0631\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062f\u0631 \u0628\u062e\u0634 \u0642\u0628\u0644 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"language-python\"># Define a KNN model on cosine similarity\ncf_knn_model= NearestNeighbors(metric=\"cosine\", algorithm='brute', n_neighbors=10, n_jobs=-1)\n\n\n# Fitting the model on our matrix\ncf_knn_model.fit(user_item_matrix)\n\n<\/code><\/pre>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062a\u0627\u0628\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u062a\u0639\u062f\u0627\u062f \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0641\u06cc\u0644\u0645\u060c \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0641\u06cc\u0644\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645.  \u06a9\u062f \u0632\u06cc\u0631 \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0645\u0633\u0627\u06cc\u0647 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 KNN \u0628\u0647 \u0646\u0627\u0645 \u0641\u06cc\u0644\u0645 \u0648\u0631\u0648\u062f\u06cc \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0627\u0628\u0639 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li><code><strong>n_recs<\/strong>:<\/code>  \u062a\u0639\u062f\u0627\u062f \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li><code><strong>Movie_name<\/strong>:<\/code>  \u0646\u0627\u0645 \u0641\u06cc\u0644\u0645 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645<\/li>\n<li><code><strong>Matrix<\/strong>:<\/code>  \u0645\u0627\u062a\u0631\u06cc\u0633 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631-\u0641\u06cc\u0644\u0645<\/li>\n<\/ol>\n<pre><code class=\"language-python\">def movie_recommender_engine(movie_name, matrix, cf_model, n_recs):\n    # Fit model on matrix\n    cf_knn_model.fit(matrix)\n    \n    # Extract input movie ID\n    movie_id = process.extractOne(movie_name, movie_names['title'])[2]\n    \n    # Calculate neighbour distances\n    distances, indices = cf_model.kneighbors(matrix[movie_id], n_neighbors=n_recs)\n    movie_rec_ids = sorted(list(zip(indices.squeeze().tolist(),distances.squeeze().tolist())),key=lambda x: x[1])[:0:-1]\n    \n    # List to store recommendations\n    cf_recs = []\n    for i in movie_rec_ids:\n        cf_recs.append({'Title':movie_names['title'][i[0]],'Distance':i[1]})\n    \n    # Select top number of recommendations needed\n    df = pd.DataFrame(cf_recs, index = range(1,n_recs))\n     \n    return df\n<\/code><\/pre>\n<h2 id=\"how-to-get-recommendations-from-the-model\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa_%d8%aa%d9%88%d8%b5%db%8c%d9%87_%d9%87%d8%a7_%d8%a7%d8%b2_%d9%85%d8%af%d9%84\"><\/span>\u0646\u062d\u0648\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627 \u0627\u0632 \u0645\u062f\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u06cc \u0641\u06cc\u0644\u0645\u060c \u062a\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 10 \u0641\u06cc\u0644\u0645 \u0628\u0631\u062a\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0633\u06cc \u06a9\u0647 \u0627\u0632 \u0637\u0631\u0641\u062f\u0627\u0631\u0627\u0646 \u0628\u062a\u0645\u0646 \u0627\u0633\u062a \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645.<\/p>\n<pre><code class=\"language-python\">n_recs = 10\nmovie_recommender_engine('Batman', user_rating_matrix, cf_knn_model, n_recs)<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/PRRCkFh6z1KyQkE4lDUCf8acQFlCwV9WBBVfiGeG7Fn77dD9412QDW54tCH7On9HXdIR4dLYvyA0zs7LXHgmeLqXHIXgQ3yaMt6g.png\" class=\"kg-image\" alt=\"PRRCkFh6z1KyQkE4lDUCf8acQFlCwV9WBBVfiGeG7Fn77dD9412QDW54tCH7On9HXdIR4dLYvyA0zs7LXHgmeLqXHIXgQ3yaMt6g5G1GoGdiT2BJS Pg5JLsme9AMig\" width=\"618\" height=\"604\" loading=\"lazy\" title=\"\"><figcaption>\u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 10 \u0641\u06cc\u0644\u0645 \u0628\u0631\u062a\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u0627\u0632 \u0637\u0631\u0641\u062f\u0627\u0631\u0627\u0646 \u0628\u062a\u0645\u0646 \u0647\u0633\u062a\u0646\u062f<\/figcaption><\/figure>\n<p>\u0647\u0648\u0631\u0627\u06cc!  \u0645\u0627 \u0628\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0627\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u06cc\u0645 \u0631\u0633\u06cc\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<h2 id=\"advantages-and-limitations-of-collaborative-filtering\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b2%d8%a7%db%8c%d8%a7_%d9%88_%d9%85%d8%ad%d8%af%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d9%81%db%8c%d9%84%d8%aa%d8%b1_%d9%85%d8%b4%d8%a7%d8%b1%da%a9%d8%aa%db%8c\"><\/span>\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc:<\/strong> \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0631\u0641\u062a\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0633\u0641\u0627\u0631\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u06a9\u0634\u0641 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u062a\u0646\u0648\u0639: <\/strong>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0631\u0627 \u062a\u0648\u0635\u06cc\u0647 \u06a9\u0646\u062f \u0648 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u0645\u062d\u062a\u0648\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u067e\u06cc\u062f\u0627 \u0646\u06a9\u0646\u0646\u062f \u06a9\u0634\u0641 \u06a9\u0646\u0646\u062f.  \u0627\u06cc\u0646 \u0628\u0647 \u06a9\u0634\u0641 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0628\u0631\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062d\u062a\u0648\u0627 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><strong>\u062e\u0631\u062f \u062c\u0627\u0645\u0639\u0647: <\/strong>\u0627\u0632 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a \u062c\u0645\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0627\u063a\u0644\u0628 \u0628\u0647 \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0641\u0631\u062f\u06cc \u06cc\u0627 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062d\u062a\u0648\u0627 \u0645\u0646\u062c\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u067e\u0648\u06cc\u0627: <\/strong>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u0628\u0627 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627 \u0631\u0627 \u0645\u0631\u062a\u0628\u0637 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p>\u0647\u0631 \u0686\u0646\u062f \u0647\u0645\u0647 \u0627\u0634 \u0622\u0641\u062a\u0627\u0628 \u0646\u06cc\u0633\u062a.  \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u06cc\u0646 \u0627\u0633\u062a <em>\u0634\u0631\u0648\u0639 \u0633\u0631\u062f<\/em> \u0645\u0633\u0626\u0644\u0647.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u06cc\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062c\u062f\u06cc\u062f\u06cc \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0627\u06cc\u0646 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0641\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u060c \u0633\u06cc\u0633\u062a\u0645 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f. <\/p>\n<p>\u0645\u0648\u0636\u0648\u0639 \u062f\u06cc\u06af\u0631 \u0633\u0648\u06af\u06cc\u0631\u06cc \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0627\u0633\u062a.  \u0641\u06cc\u0644\u0645\u200c\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0628\u0633\u06cc\u0627\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u062c\u0648\u0627\u0647\u0631\u0627\u062a \u06a9\u0645\u062a\u0631 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0631\u0627 \u062a\u062d\u062a \u0627\u0644\u0634\u0639\u0627\u0639 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0646\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. <\/p>\n<p>\u0647\u0646\u06af\u0627\u0645 \u062a\u0648\u0633\u0639\u0647 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u062a\u0631\u06a9\u060c \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 <a href=\"https:\/\/rasanegaar.com\/blog\/linux-kernel-4x-vulnerability-cve-2019-8912\/\">\u0627\u0645\u0646\u06cc\u062a<\/a> \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0642\u062f\u0627\u0645 \u06a9\u0646\u06cc\u062f.<\/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>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0648\u0635\u06cc\u0647 \u0641\u06cc\u0644\u0645 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0634\u062e\u0635\u06cc \u0633\u0627\u0632\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0631\u0627 \u067e\u06cc\u0634 \u0645\u06cc \u0628\u0631\u062f.  \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a \u0645\u0627 \u0631\u0627 \u0645\u0646\u0639\u06a9\u0633 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639 \u062a\u0631\u06cc \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0644\u06cc\u0642\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u0634\u0627\u0628\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f. <\/p>\n<p>\u0628\u0627 \u0648\u062c\u0648\u062f \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0622\u0646\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u0634\u06a9\u0644 \u0634\u0631\u0648\u0639 \u0633\u0631\u062f \u0648 \u062a\u0639\u0635\u0628 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a\u060c \u0645\u0632\u0627\u06cc\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062f\u0631 \u0635\u0646\u0639\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u062d\u062a\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u06cc \u062a\u0635\u0641\u06cc\u0647\u200c\u0634\u062f\u0647 \u0648 \u0644\u0630\u062a\u200c\u0628\u062e\u0634\u06cc \u0631\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u062a\u0634\u06a9\u0631 \u0627\u0632 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646!  \u0645\u0646 \u062c\u0633 \u0647\u0633\u062a\u0645 \u0648 \u062f\u0631 Hyperskill \u0645\u062a\u062e\u0635\u0635 \u0647\u0633\u062a\u0645.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0648\u0631\u0647 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/section>\n<p><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1402-12-26 05:47:06<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;9167&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;\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0648\u0635\u06cc\u0647 \u0641\u06cc\u0644\u0645 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0641\u06cc\u0644\u062a\u0631 \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645&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\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0627\u0645\u0631\u0648\u0632\u060c 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\u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0644\u0628\u0627\u0633 \u062f\u0631 Myntra\u060c \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0641\u06cc\u0644\u0645 \u0631\u0627 \u062f\u0631 Netflix \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0631\u062c\u06cc\u062d\u0627\u062a\u060c \u062e\u0631\u06cc\u062f\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u0648 \u063a\u06cc\u0631\u0647 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":9168,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,1686],"tags":[1747,1991,1916,1986,1924,1744,1959,1989,1822,1755,284,1992,1990,1993,1939,1745,1927,1813],"class_list":["post-9167","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-ai","tag-python-vps","tag-1991","tag-1916","tag-1986","tag-1924","tag-1744","tag-1959","tag-1989","tag-1822","tag-1755","tag-284","tag-1992","tag-1990","tag-1993","tag-1939","tag-1745","tag-1927","tag-1813"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/9167","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\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=9167"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/9167\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9168"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=9167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=9167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=9167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}