{"id":479722,"date":"2023-08-09T10:43:48","date_gmt":"2023-08-09T10:43:48","guid":{"rendered":""},"modified":"2023-09-05T11:19:26","modified_gmt":"2023-09-05T11:19:26","slug":"xgboost","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/xgboost\/","title":{"rendered":"XGBoost"},"content":{"rendered":"<p>XGBoost\u060c \u0645\u062e\u0641\u0641 Extreme Gradient Boosting\u060c \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u062f\u0633\u062a\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646\u060c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. XGBoost \u06a9\u0647 \u0628\u0631\u0627\u06cc \u063a\u0644\u0628\u0647 \u0628\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0633\u0646\u062a\u06cc \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0648 \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0642\u0627\u0628\u0644\u200c\u062a\u0648\u062c\u0647\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 XGBoost<\/h2>\n<p>\u0633\u0641\u0631 XGBoost \u062f\u0631 \u0633\u0627\u0644 2014 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 Tianqi Chen\u060c \u0645\u062d\u0642\u0642 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0648\u0627\u0634\u0646\u06af\u062a\u0646\u060c \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u060c \u0622\u063a\u0627\u0632 \u0634\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 XGBoost \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &quot;XGBoost: A Scalable Tree Boosting System&quot; \u06a9\u0647 \u062f\u0631 \u06a9\u0646\u0641\u0631\u0627\u0646\u0633 ACM SIGKDD 2016 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0633\u062a\u062b\u0646\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0631\u0627 \u062f\u0631 \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u06af\u0630\u0627\u0634\u062a \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0631\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f XGBoost<\/h2>\n<p>\u0645\u0648\u0641\u0642\u06cc\u062a XGBoost \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0622\u0646 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0646\u0633\u0628\u062a \u062f\u0627\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u0646\u062f\u06af\u0627\u0646 \u0636\u0639\u06cc\u0641 (\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631\u062e\u062a\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645) \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0648\u0627\u0644\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0628\u06cc\u0646\u0646\u062f\u060c \u0628\u0627 \u0647\u062f\u0641 \u0647\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u0646\u062f\u0647 \u062c\u062f\u06cc\u062f \u062a\u0635\u062d\u06cc\u062d \u062e\u0637\u0627\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c XGBoost \u0634\u0631\u0627\u06cc\u0637 \u062a\u0646\u0638\u06cc\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644 \u0648 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0631\u0627\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u062f\u0631 \u062e\u0648\u062f \u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062f\u0648\u06af\u0627\u0646\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0642\u062a \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0644\u06a9\u0647 \u062e\u0637\u0631 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u06cc \u0631\u0633\u0627\u0646\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc XGBoost<\/h2>\n<p>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc XGBoost \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0627\u062c\u0632\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0627\u0628\u0639 \u0647\u062f\u0641:<\/strong> XGBoost \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0647\u062f\u0641 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647\u06cc\u0646\u0647 \u0634\u0648\u062f. \u0627\u0647\u062f\u0627\u0641 \u0645\u0634\u062a\u0631\u06a9 \u0634\u0627\u0645\u0644 \u0648\u0638\u0627\u06cc\u0641 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627) \u0648 \u0648\u0638\u0627\u06cc\u0641 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u06af\u0632\u0627\u0631\u0634).<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0628\u0627\u0646 \u0622\u0645\u0648\u0632\u0627\u0646 \u0636\u0639\u06cc\u0641:<\/strong> XGBoost \u0627\u0632 \u062f\u0631\u062e\u062a \u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u0646\u062f\u06af\u0627\u0646 \u0636\u0639\u06cc\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0631\u062e\u062a\u0627\u0646 \u06a9\u0645 \u0639\u0645\u0642 \u0648 \u0628\u0627 \u0639\u0645\u0642 \u0645\u062d\u062f\u0648\u062f \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062e\u0637\u0631 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646:<\/strong> XGBoost \u0627\u0632 \u062a\u0642\u0648\u06cc\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u062f\u0631\u062e\u062a \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062a\u0627\u0628\u0639 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u062f\u0631\u062e\u062a\u0627\u0646 \u0642\u0628\u0644\u06cc \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc:<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644\u060c \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u0628\u0647 \u062a\u0627\u0628\u0639 \u0647\u062f\u0641 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u0627\u0646\u0639 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0646\u0648\u06cc\u0632 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0648\u0633\u0637 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0647\u0631\u0633 \u062f\u0631\u062e\u062a\u0627\u0646:<\/strong> XGBoost \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0647\u0631\u0633 \u0631\u0627 \u0634\u0627\u0645\u0644 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0634\u0627\u062e\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u062f\u0631\u062e\u062a\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0639\u0645\u06cc\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc XGBoost<\/h2>\n<p>XGBoost \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0628\u0631\u062a\u0631\u06cc \u0622\u0646 \u062f\u0631 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0644\u0627:<\/strong> XGBoost \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0633\u0631\u06cc\u0639 \u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0632 \u0627\u0647\u062f\u0627\u0641 \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u0633\u0627\u0632\u06af\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc:<\/strong> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc XGBoost \u0628\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0631\u0627\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u062a\u0639\u0645\u06cc\u0645 \u0645\u062f\u0644 \u0642\u0627\u0628\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc:<\/strong> XGBoost \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647:<\/strong> XGBoost \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u062f \u0648 \u062a\u0644\u0627\u0634 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 XGBoost<\/h2>\n<p>XGBoost \u062f\u0631 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<ul>\n<li><strong>\u0631\u06af\u0631\u0633\u06cc\u0648\u0646 XGBoost:<\/strong> \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc XGBoost:<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0648 \u0686\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc XGBoost:<\/strong> \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0631\u062a\u0628\u0647\u200c\u0628\u0646\u062f\u06cc \u0648\u0638\u0627\u06cc\u0641\u06cc \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646\u200c\u0647\u0627 \u0645\u0631\u062a\u0628 \u06a9\u0631\u062f\u0646 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0647\u0645\u06cc\u062a \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u062c\u062f\u0648\u0644 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u06af\u0631\u0633\u06cc\u0648\u0646 XGBoost<\/td>\n<td>\u0645\u0642\u0627\u062f\u06cc\u0631 \u0639\u062f\u062f\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0631\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc XGBoost<\/td>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0648 \u0686\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc XGBoost<\/td>\n<td>\u0645\u0648\u0627\u0631\u062f \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0647\u0645\u06cc\u062a \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XGBoost\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h2>\n<p>XGBoost \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0645\u0648\u0631 \u0645\u0627\u0644\u06cc\u060c \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0645\u0648\u0627\u062c\u0647 \u0634\u0648\u0646\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0645\u0633\u0627\u0626\u0644 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0633\u0631\u06cc\u0639 XGBoost \u0628\u0627 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>XGBoost<\/th>\n<th>\u062c\u0646\u06af\u0644 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc<\/th>\n<th>LightGBM<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u06a9\u0646\u06cc\u06a9 \u062a\u0642\u0648\u06cc\u062a<\/td>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646<\/td>\n<td>\u06a9\u0648\u0644\u0647 \u0628\u0631\u06cc<\/td>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc<\/td>\n<td>\u0628\u0644\u0647 (L1 \u0648 L2)<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u0628\u0644\u0647 (\u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645)<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0627\u0633\u062a<\/td>\n<td>\u0628\u0644\u0647 (\u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9)<\/td>\n<td>\u062e\u06cc\u0631 (\u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u0631\u062f)<\/td>\n<td>\u0628\u0644\u0647 (\u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9)<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0627\u0631\u0627\u06cc\u06cc<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 XGBoost \u062f\u0627\u0631\u0627\u06cc \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632\u06cc \u0627\u0633\u062a. \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0645\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0635\u0644\u0627\u062d \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0648 \u0628\u0631\u0631\u0633\u06cc \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0647\u0633\u062a\u0646\u062f. \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u062a\u0648\u0633\u0639\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u060c \u0627\u062f\u063a\u0627\u0645 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2>XGBoost \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u0648\u0628\u060c \u0646\u0627\u0634\u0646\u0627\u0633 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u062f\u0627\u0631\u0646\u062f. XGBoost \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627 API\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0646\u0631\u062e \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647\u200c\u0637\u0648\u0631 \u063a\u06cc\u0631\u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f \u0634\u0648\u0646\u062f. \u0686\u0631\u062e\u0634 \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062a\u0648\u0632\u06cc\u0639 \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u060c \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0645\u0646\u0648\u0639\u06cc\u062a IP \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u062b\u0627\u0628\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc XGBoost \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f XGBoost\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li><a href=\"https:\/\/xgboost.readthedocs.io\/en\/latest\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a XGBoost<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/dmlc\/xgboost\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u0632\u0646 XGBoost GitHub<\/a><\/li>\n<li><a href=\"https:\/\/homes.cs.washington.edu\/~tqchen\/pdf\/BoostedTree.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0639\u0631\u0641\u06cc XGBoost \u062a\u0648\u0633\u0637 Tianqi Chen<\/a><\/li>\n<\/ul>\n<p>XGBoost \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062f\u0631 \u0632\u0631\u0627\u062f\u062e\u0627\u0646\u0647 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u06cc\u0633\u062a\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062a\u0631\u06a9\u06cc\u0628 \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0648 \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc \u0622\u0646\u060c \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0648 \u062f\u0642\u062a \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0639\u0646\u0635\u0631 \u0627\u0635\u0644\u06cc \u062f\u0631 \u062c\u0631\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0645\u062f\u0631\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>","protected":false},"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479722","wiki","type-wiki","status-publish","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>XGBoost: Enhancing Predictive Power with Extreme Gradient Boosting<\/mark>","faq_items":[{"question":"What is XGBoost and how does it work?","answer":"<p>XGBoost, or Extreme Gradient Boosting, is a state-of-the-art machine learning algorithm that combines gradient boosting and regularization techniques. It sequentially trains weak learners (often decision trees) to correct errors made by previous learners, enhancing predictive accuracy. Regularization is employed to prevent overfitting, resulting in robust and accurate models.<\/p>"},{"question":"How did XGBoost originate?","answer":"<p>XGBoost was developed by Tianqi Chen in 2014 and gained recognition through a research paper presented in 2016. This paper, titled \"XGBoost: A Scalable Tree Boosting System,\" highlighted the algorithm's exceptional performance in machine learning competitions and its ability to handle large datasets effectively.<\/p>"},{"question":"What are the key features of XGBoost?","answer":"<p>XGBoost boasts high performance, scalability, and flexibility. It utilizes shallow decision trees as weak learners and employs gradient boosting to optimize the objective function. Regularization techniques control model complexity, and the algorithm provides insights into feature importance. It can handle missing data and is applicable to various tasks like regression, classification, and ranking.<\/p>"},{"question":"How does XGBoost compare with other algorithms like Random Forests and LightGBM?","answer":"<p>In comparison with Random Forests and LightGBM, XGBoost uses gradient boosting, supports L1 and L2 regularization, and can handle missing data automatically. It generally exhibits higher performance and flexibility, making it a preferred choice in many scenarios.<\/p>"},{"question":"What types of XGBoost are available?","answer":"<p>XGBoost comes in three main types:<\/p><ul><li>XGBoost Regression: Predicts continuous numerical values.<\/li><li>XGBoost Classification: Handles binary and multiclass classification tasks.<\/li><li>XGBoost Ranking: Ranks instances by importance.<\/li><\/ul>"},{"question":"How can proxy servers be associated with XGBoost?","answer":"<p>Proxy servers can indirectly benefit XGBoost by enabling efficient data collection, particularly when dealing with APIs that have rate limits. Proxy rotation can help distribute requests evenly, preventing IP bans and ensuring a consistent stream of data for training and testing XGBoost models.<\/p>"},{"question":"What are the future prospects of XGBoost?","answer":"<p>The future of XGBoost holds promise in areas like improved parallelization, integration with deep learning frameworks, and enhanced handling of categorical features. Ongoing research and development are likely to lead to further advancements and applications.<\/p>"},{"question":"Where can I find more information about XGBoost?","answer":"<p>For more information about XGBoost, you can explore the following resources:<\/p><ul><li><a href=\"https:\/\/xgboost.readthedocs.io\/en\/latest\/\" target=\"_new\">XGBoost Documentation<\/a><\/li><li><a href=\"https:\/\/github.com\/dmlc\/xgboost\" target=\"_new\">XGBoost GitHub Repository<\/a><\/li><li><a href=\"https:\/\/homes.cs.washington.edu\/~tqchen\/pdf\/BoostedTree.pdf\" target=\"_new\">Introduction to XGBoost by Tianqi Chen<\/a><\/li><\/ul>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479722","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479722\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=479722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}