{"id":9925,"date":"2021-01-04T14:49:11","date_gmt":"2021-01-04T11:19:11","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=9925"},"modified":"2021-01-04T14:49:13","modified_gmt":"2021-01-04T11:19:13","slug":"xgboost-tutorial","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 XGBoost  &#8211; \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XGBoost \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u06cc\u0633\u062a\u061f"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_XGBoost\" >\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc XGBoost<\/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:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A7%D9%84%D9%81_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D9%85%D8%AF%D9%84\" >\u0627\u0644\u0641. \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A8_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85\" >\u0628. \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%AC_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85\" >\u062c. \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_XGBoost_%E2%80%93_%DA%86%D8%B1%D8%A7_XGBoosting_%D8%9F\" >\u0622\u0645\u0648\u0632\u0634 XGBoost &#8211; \u0686\u0631\u0627 XGBoosting \u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A7%D9%84%D9%81_%D8%B3%D8%B1%D8%B9%D8%AA_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_XGBoost\" >\u0627\u0644\u0641. \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc XGBoost<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A8_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%85%D8%AF%D9%84_XGBoost\" >\u0628. \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 XGBoost<\/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:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_XGBoost_%E2%80%93_%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_XGBoosting\" >\u0622\u0645\u0648\u0632\u0634 XGBoost &#8211; \u0645\u0632\u0627\u06cc\u0627\u06cc XGBoosting<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A7%D9%84%D9%81_%D8%A7%D9%86%D8%B9%D8%B7%D8%A7%D9%81_%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C\" >\u0627\u0644\u0641. \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%A8_%D8%AF%D8%B3%D8%AA%D8%B1%D8%B3%DB%8C\" >\u0628. \u062f\u0633\u062a\u0631\u0633\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D8%AC_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D9%88_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%85%D8%AC%D8%AF%D8%AF\" >\u062c. \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u062f\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/xgboost-tutorial\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_XGBoost_%E2%80%93_%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 <\/strong><strong>XGBoost<\/strong><strong> &#8211; \u0645\u0642\u062f\u0645\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u062e\u0648\u062f\u0622\u0645\u0648\u0632 <a href=\"https:\/\/shahaab-co.ir\/mag\/category\/edu\/ml\/%d8%ae%d9%88%d8%af-%d8%a2%d9%85%d9%88%d8%b2-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a>\u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 XGBoosting \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc XGBoosting \u0648 \u062f\u0644\u06cc\u0644 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 XGBoost \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645. \u0645\u0627 \u0633\u0639\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u062a\u0645\u0627\u0645 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0639\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XGBoost \u060c \u0645\u0632\u0627\u06cc\u0627\u06cc XGBoosting \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631.<\/p>\n<p style=\"text-align: justify;\">\u062e\u0628 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0622\u0645\u0648\u0632\u0634 XGBoost \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-\u062f\u0631-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646-1024x536.jpg\" alt=\"\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 XGBoost \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\" class=\"wp-image-9948\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-\u062f\u0631-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646-1024x536.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-\u062f\u0631-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646-300x157.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-\u062f\u0631-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646-768x402.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-\u062f\u0631-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2><span class=\"ez-toc-section\" id=\"XGBoost_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span><strong>XGBoost<\/strong><strong> \u0686\u06cc\u0633\u062a\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">XGBoost \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 XGBoost \u06cc\u06a9 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0632 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/gradient-boosting-algorithm\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646<\/a> \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0635\u0648\u0644\u0627\u064b XGBoosting \u0646\u0648\u0639\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0635\u0628 \u06a9\u0631\u062f. \u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0647 \u0622\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u060c XGBoosting \u0627\u0632 \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0632\u06cc\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 ( CLI )<\/li>\n<li>++C ( \u0632\u0628\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u0622\u0646 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a )<\/li>\n<li>\u0631\u0627\u0628\u0637 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062f\u0644\u06cc \u062f\u0631 scikit-learn<\/li>\n<li>\u0631\u0627\u0628\u0637 R \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062f\u0644\u06cc \u062f\u0631 caret package<\/li>\n<li>Julia<\/li>\n<li>\u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u062c\u0627\u0648\u0627 \u0648 JVM \u0645\u0627\u0646\u0646\u062f Scala \u0648 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Hadoop<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_XGBoost\"><\/span><strong>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc <\/strong><strong>XGBoost<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 XGBoost \u060c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc XGBoost \u0631\u0627 \u0645\u0648\u0631\u062f \u0645\u0637\u0627\u0644\u0639\u0647 \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-1024x536.jpg\" alt=\"\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 XGBoost\" class=\"wp-image-9953\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-1024x536.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-300x157.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost-768x402.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/01\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-XGBoost.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%D9%81_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D9%85%D8%AF%D9%84\"><\/span><strong>\u0627\u0644\u0641. \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 XGBoost \u060c \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc scikit-learn \u00a0\u0648 R \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0633\u0647 \u0645\u062f\u0644 \u0627\u0635\u0644\u06cc \u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632 :<\/p>\n<ul>\n<li style=\"text-align: justify;\"><strong>\u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u06cc\u0627\u062f \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<ul>\n<li style=\"text-align: justify;\"><strong>\u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062a\u0635\u0627\u062f\u0641\u06cc<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u062a\u0642\u0648\u06cc\u062a\u060c \u0628\u0627 \u0632\u06cc\u0631\u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc ( Sub-Sampling ) \u062f\u0631 \u0633\u0637\u0631 \u060c \u0633\u062a\u0648\u0646 \u0648 \u0633\u062a\u0648\u0646 \u062f\u0631 \u0647\u0631 \u062a\u0642\u0633\u06cc\u0645 ( \u0627\u0646\u0634\u0639\u0627\u0628 ) \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<ul>\n<li style=\"text-align: justify;\"><strong>\u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0645\u0646\u0638\u0645<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u06a9\u0647 \u0634\u0627\u0645\u0644 \u062a\u0642\u0648\u06cc\u062a \u0628\u0627 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc L1 \u0648 L2 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: center;\"><strong>\u062f\u0631\u0628\u0627\u0631\u0647 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-algorithms\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f<\/strong><\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A8_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85\"><\/span><strong>\u0628. \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u060c \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0633\u0627\u062e\u062a \u062f\u0631\u062e\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0645\u0627\u0645 \u0647\u0633\u062a\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 CPU \u062f\u0631 \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634.<\/li>\n<li>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627.<\/li>\n<li>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0632 \u0647\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u062c\u0627\u06cc \u0646\u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0627\u0632 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631.<\/li>\n<\/ul>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85\"><\/span><strong>\u062c. \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0628\u0647\u0631\u0647 \u0648\u0631\u06cc \u0627\u0632 \u0632\u0645\u0627\u0646 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0645\u0646\u0627\u0628\u0639 \u062d\u0627\u0641\u0638\u0647 \u060c \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 XGBoost \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u060c \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u062c\u0648\u062f \u062c\u0647\u062a \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u062a\u064f\u0646\u064f\u06a9 ( Sparse ) \u060c \u0628\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u062f\u0627\u062f\u0647.<\/li>\n<li>\u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0644\u0648\u06a9\u06cc \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0633\u0627\u062e\u062a \u062f\u0631\u062e\u062a.<\/li>\n<li>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0627\u0648\u0645 \u060c \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u06a9\u0627\u0645\u0644\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f.<\/li>\n<li>XGBoost \u06cc\u06a9 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0645\u062a\u0646 \u0628\u0627\u0632 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062a\u062d\u062a \u0645\u062c\u0648\u0632 Apache-2 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p style=\"text-align: center;\"><strong>\u062f\u0631\u0628\u0627\u0631\u0647 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-applications\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0628\u062e\u0648\u0627\u0646\u06cc\u062f<\/strong><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_XGBoost_%E2%80%93_%DA%86%D8%B1%D8%A7_XGBoosting_%D8%9F\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 <\/strong><strong>XGBoost<\/strong><strong> &#8211; \u0686\u0631\u0627 <\/strong><strong>XGBoosting<\/strong><strong> \u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0648 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc XGBoosting \u0646\u06cc\u0632 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a :<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%D9%81_%D8%B3%D8%B1%D8%B9%D8%AA_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_XGBoost\"><\/span><strong>\u0627\u0644\u0641. \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc <\/strong><strong>XGBoost<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">XGBoosting \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u060c \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0645\u06cc \u062a\u0648\u0627\u0646 XGBoost \u0631\u0627 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0648 \u062f\u0631\u062e\u062a\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0631\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u060c \u0647\u0645\u0647 \u06a9\u062f \u0647\u0627 \u062f\u0631 GitHub \u0645\u0648\u062c\u0648\u062f \u0628\u0648\u062f\u0647 \u0648 \u06af\u0632\u0627\u0631\u0634 \u0645\u0641\u0635\u0644\u06cc \u0627\u0632 \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A8_%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%85%D8%AF%D9%84_XGBoost\"><\/span><strong>\u0628. \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 <\/strong><strong>XGBoost<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644 \u0645\u062f\u0644\u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u06af\u0648\u06cc\u0627\u0646\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062d\u0627\u06a9\u0645 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0634\u0648\u0627\u0647\u062f \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062f\u0631 \u0631\u0642\u0627\u0628\u062a \u0647\u0627 \u0628\u0631\u0646\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0644\u062a\u0641\u0631\u0645 \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647 \u0631\u0642\u0627\u0628\u062a\u06cc Kaggle \u00a0\u0627\u0633\u062a.<\/p>\n<p style=\"text-align: center;\"><strong>\u062f\u0631\u0628\u0627\u0631\u0647 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/future-of-machine-learning\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u062f\u0644\u0627\u06cc\u0644 \u0645\u0637\u0627\u0644\u0639\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f<\/strong><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_XGBoost_%E2%80%93_%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_XGBoosting\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 <\/strong><strong>XGBoost<\/strong><strong> &#8211; \u0645\u0632\u0627\u06cc\u0627\u06cc <\/strong><strong>XGBoosting<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%D9%81_%D8%A7%D9%86%D8%B9%D8%B7%D8%A7%D9%81_%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C\"><\/span><strong>\u0627\u0644\u0641. \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">XGBoosting \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0647\u062f\u0641 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u060c \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0648 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0647\u062f\u0641 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u0634\u062e\u0635\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062f\u0647\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u060c \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0628\u0631 \u0646\u06cc\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A8_%D8%AF%D8%B3%D8%AA%D8%B1%D8%B3%DB%8C\"><\/span><strong>\u0628. \u062f\u0633\u062a\u0631\u0633\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u0627\u0646\u0646\u062f R \u060c Python \u060c Java \u060c Julia \u0648 Scala \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D9%88_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%85%D8%AC%D8%AF%D8%AF\"><\/span><strong>\u062c. \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u062f\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u0648 \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0639\u062f\u0627\u064b \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645. \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u060c \u0627\u06af\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0627\u062c\u062a\u0646\u0627\u0628 \u0627\u0632 \u0627\u062a\u0644\u0627\u0641 \u0648\u0642\u062a \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u062c\u062f\u062f \u060c \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: center;\"><strong>\u062f\u0631 \u0645\u0648\u0631\u062f <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/advantages-and-disadvantages-of-machine-learning\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f<\/strong><\/p>\n<p style=\"text-align: justify;\">\u00a0<\/p>\n<p style=\"text-align: justify;\">\u062e\u0628 \u060c \u0647\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0631\u0627\u062c\u0639 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 XGBoost \u0628\u0648\u062f. \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0645\u0627 \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<h2><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div><\/h2>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span><strong>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u060c \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 XGBoost \u060c \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u060c \u062f\u0631 \u0645\u0648\u0631\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc XGBoosting \u060c \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc XGBoost\u00a0 \u0648 \u0645\u0632\u0627\u06cc\u0627 XGBoosting \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u06cc\u0645. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u060c \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u060c \u062f\u0631 \u0628\u062e\u0634 \u0646\u0638\u0631\u0627\u062a \u0628\u067e\u0631\u0633\u06cc\u062f.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/future-of-machine-learning\/\">\u0622\u06cc\u0646\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 &#8211; \u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u0645\u061f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/deep-learning-tutorial\/\">\u062e\u0648\u062f\u0622\u0645\u0648\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 &#8211; \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/gradient-boosting-algorithm\/\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u2013 \u0631\u0648\u0646\u062f \u06a9\u0627\u0631 \u0648 \u0628\u0647\u0628\u0648\u062f \u0622\u0646<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/all-machine-learning-models-explained-in-6-minutes\/\">\u0645\u0639\u0631\u0641\u06cc \u0647\u0645\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u06f6 \u062f\u0642\u06cc\u0642\u0647<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/a-complete-machine-learning-walk-through-in-python-part-two\/\">\u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0627\u0645\u0644 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u2013 \u0628\u062e\u0634 \u062f\u0648\u0645<\/a><\/li><\/ul>\n\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/data-flair.training\/blogs\/xgboost-tutorial\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Data Flair<\/a>\n\n\n\n<p><\/p>\n<\/div><\/div>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;9925&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 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0622\u0645\u0648\u0632\u0634 XGBoost  - \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XGBoost \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u06cc\u0633\u062a\u061f&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0622\u0645\u0648\u0632\u0634 XGBoost &#8211; \u0645\u0642\u062f\u0645\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u062e\u0648\u062f\u0622\u0645\u0648\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 XGBoosting \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc XGBoosting \u0648 \u062f\u0644\u06cc\u0644 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 XGBoost \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645. \u0645\u0627 \u0633\u0639\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u062a\u0645\u0627\u0645 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0639\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XGBoost \u060c \u0645\u0632\u0627\u06cc\u0627\u06cc XGBoosting \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631. \u062e\u0628 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f &hellip;<\/p>\n","protected":false},"author":17,"featured_media":9956,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[195,206,18],"tags":[126],"class_list":["post-9925","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-ml","category-206","category-edu","tag-126"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9925","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=9925"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9925\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/9956"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=9925"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=9925"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=9925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}