{"id":477828,"date":"2023-08-09T09:21:11","date_gmt":"2023-08-09T09:21:11","guid":{"rendered":""},"modified":"2023-09-05T11:15:32","modified_gmt":"2023-09-05T11:15:32","slug":"lightgbm","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/lightgbm\/","title":{"rendered":"LightGBM"},"content":{"rendered":"<p>LightGBM \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0642\u0648\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u0629 \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0644\u0648\u0646\u064a. \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 Microsoft\u060c \u0648\u0642\u062f \u0627\u0643\u062a\u0633\u0628 \u0634\u0639\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0628\u064a\u0646 \u0639\u0644\u0645\u0627\u0621 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\u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u0633\u062a\u062e\u062f\u0645 LightGBM \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0646\u0645\u0648 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0648\u0631\u0642\u064a\u0629. \u064a\u0628\u062f\u0623 \u0628\u0648\u0631\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u062c\u0630\u0631\u064a\u0629 \u062b\u0645 \u064a\u0642\u0648\u0645 \u0628\u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u0634\u062c\u0631\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0648\u0631\u0642\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0648 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u062d\u0643\u064a\u0645\u0629<\/strong>: \u064a\u062d\u062f\u062f LightGBM \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0623\u0643\u0628\u0631 \u0642\u062f\u0631 \u0645\u0646 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062e\u0633\u0627\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0645\u0639 \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0623\u0648\u0631\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0645\u0646 \u062c\u0627\u0646\u0628 \u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u062f\u0631\u062c (GOSS)<\/strong>: \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u062a\u062e\u062a\u0627\u0631 GOSS \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0641\u0642\u0637 \u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0642\u0627\u0631\u0628 \u0623\u0633\u0631\u0639 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062d\u0635\u0631\u064a\u0629 (EFB)<\/strong>: \u064a\u062c\u0645\u0639 EFB \u0645\u064a\u0632\u0627\u062a \u062d\u0635\u0631\u064a\u0629 \u0644\u062d\u0641\u0638 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0632\u064a\u0632<\/strong>: \u062a\u062a\u0645 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0627\u0644\u0636\u0639\u0641\u0627\u0621 (\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631) \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u062a\u0633\u0644\u0633\u0644\u064a\u060c \u062d\u064a\u062b \u062a\u0642\u0648\u0645 \u0643\u0644 \u0634\u062c\u0631\u0629 \u062c\u062f\u064a\u062f\u0629 \u0628\u062a\u0635\u062d\u064a\u062d \u0623\u062e\u0637\u0627\u0621 \u0633\u0627\u0628\u0642\u0627\u062a\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0646\u0638\u064a\u0645<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 LightGBM \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 L1 \u0648L2 \u0644\u0645\u0646\u0639 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0646\u0628\u0624<\/strong>: \u0628\u0645\u062c\u0631\u062f \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0633\u062a\u0637\u064a\u0639 LightGBM \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 LightGBM<\/h2>\n<p>\u064a\u062a\u0645\u064a\u0632 LightGBM \u0628\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u0648\u0641\u0639\u0627\u0644\u064a\u062a\u0647 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0633\u0631\u0639\u0647 \u0627\u0644\u0639\u0627\u0644\u064a\u0647<\/strong>: \u0625\u0646 \u0646\u0645\u0648 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0645\u0648\u0631\u0642\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062d\u0633\u064a\u0646 GOSS \u062a\u062c\u0639\u0644 LightGBM \u0623\u0633\u0631\u0639 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0646 \u0623\u0637\u0631 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n<\/li>\n<li>\n<p><strong>\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/strong>: \u062a\u0639\u0645\u0644 \u0637\u0631\u064a\u0642\u0629 EFB \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 LightGBM \u0645\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u0644\u0627 \u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>: \u064a\u062a\u0648\u0633\u0639 LightGBM \u0628\u0643\u0641\u0627\u0621\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0645\u0639 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0631\u0648\u0646\u0629<\/strong>: \u064a\u062f\u0639\u0645 LightGBM \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u062a\u0648\u0635\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0642\u0639\u0627\u062a \u062f\u0642\u064a\u0642\u0629<\/strong>: \u062a\u0639\u0645\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0646\u0645\u0648 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0630\u0627\u062a \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0623\u0648\u0631\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0639\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0641\u0626\u0648\u064a\u0629<\/strong>: \u064a\u062a\u0639\u0627\u0645\u0644 LightGBM \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0641\u0626\u0648\u064a\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0633\u0628\u0642\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0648\u0627\u0632\u064a<\/strong>: \u064a\u062f\u0639\u0645 LightGBM \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u060c \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0646\u0648\u0627\u0629 \u0644\u0632\u064a\u0627\u062f\u0629 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 LightGBM<\/h2>\n<p>\u064a\u0642\u062f\u0645 LightGBM \u0646\u0648\u0639\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0646\u0648\u0639 \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645:<\/p>\n<ol>\n<li>\n<p><strong>\u0622\u0644\u0629 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c (GBM)<\/strong>: \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0634\u0643\u0644 \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0644\u0640 LightGBM\u060c \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0646\u0645\u0648 \u0627\u0644\u0634\u062c\u0631\u0629 \u062d\u0633\u0628 \u0627\u0644\u0623\u0648\u0631\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0647\u0645<\/strong>: Dart \u0647\u0648 \u0623\u062d\u062f \u0623\u0634\u0643\u0627\u0644 LightGBM \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0631\u0628 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u0645\u0646\u0639 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0633\u0642\u0627\u0637 \u0628\u0639\u0636 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0623\u062b\u0646\u0627\u0621 \u0643\u0644 \u062a\u0643\u0631\u0627\u0631.<\/p>\n<\/li>\n<\/ol>\n<p>\u064a\u0648\u062c\u062f \u0623\u062f\u0646\u0627\u0647 \u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u064a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0628\u064a\u0646 GBM \u0648Dart:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0648\u062c\u0647<\/th>\n<th>\u0622\u0644\u0629 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c (GBM)<\/th>\n<th>\u0633\u0647\u0645<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629<\/td>\n<td>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c<\/td>\n<td>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0645\u0639 \u062f\u0627\u0631\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0646\u0638\u064a\u0645<\/td>\n<td>L1 \u0648 L2<\/td>\n<td>L1 \u0648L2 \u0645\u0639 \u0627\u0644\u062a\u0633\u0631\u0628<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0646\u0639 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u062a\u062d\u0633\u0646 \u0645\u0639 \u0627\u0644\u062a\u0633\u0631\u0628<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0642\u0644\u064a\u0645 \u0627\u0644\u0623\u0634\u062c\u0627\u0631<\/td>\n<td>\u0644\u0627 \u0627\u0644\u062a\u0642\u0644\u064a\u0645<\/td>\n<td>\u0627\u0644\u062a\u0642\u0644\u064a\u0645 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0633\u0631\u0628<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LightGBM \u0648\u0645\u0634\u0627\u0643\u0644\u0647\u0627 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LightGBM \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0635\u0646\u064a\u0641<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0645 LightGBM \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0623\u0648 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0631\u0627\u062c\u0639<\/strong>: \u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 LightGBM \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0645\u062b\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0633\u0627\u0643\u0646 \u0623\u0648 \u0642\u064a\u0645 \u0633\u0648\u0642 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0623\u0648 \u062a\u0648\u0642\u0639\u0627\u062a \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0635\u0646\u064a\u0641<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0645 LightGBM \u0644\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0646\u062a\u0627\u0626\u062c \u0645\u062d\u0631\u0643 \u0627\u0644\u0628\u062d\u062b \u0623\u0648 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0640 LightGBM \u062a\u0634\u063a\u064a\u0644 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0623\u0648 \u0627\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u0623\u0641\u0644\u0627\u0645 \u0623\u0648 \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/p>\n<\/li>\n<\/ol>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0645\u0645\u064a\u0632\u0627\u062a\u0647\u060c \u0642\u062f \u064a\u0648\u0627\u062c\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LightGBM:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629<\/strong>: \u0642\u062f \u064a\u0648\u0627\u062c\u0647 LightGBM \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0646\u0628\u0624\u0627\u062a \u0645\u062a\u062d\u064a\u0632\u0629. \u0623\u062d\u062f \u0627\u0644\u062d\u0644\u0648\u0644 \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0641\u0635\u0644 \u0623\u0648 \u062a\u0642\u0646\u064a\u0627\u062a \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/strong>: \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 LightGBM \u064a\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0644\u0645\u0646\u0639 \u0627\u0644\u062a\u062c\u0627\u0648\u0632\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u0642\u062f \u064a\u062d\u062f\u062b \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0643\u0627\u0641\u064a\u0629 \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u063a\u0627\u064a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629 \u0648\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0641\u064a \u062a\u062e\u0641\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/strong>: \u064a\u0639\u062a\u0645\u062f \u0623\u062f\u0627\u0621 LightGBM \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0623\u0648 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u062a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0641\u0626\u0648\u064a\u0629 \u0625\u0644\u0649 \u062a\u0634\u0641\u064a\u0631 \u0645\u0646\u0627\u0633\u0628\u060c \u0648\u064a\u062c\u0628 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0642\u0628\u0644 \u0625\u0631\u0633\u0627\u0644\u0647\u0627 \u0625\u0644\u0649 LightGBM.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<p>\u062f\u0639\u0648\u0646\u0627 \u0646\u0642\u0627\u0631\u0646 LightGBM \u0645\u0639 \u0628\u0639\u0636 \u0645\u0643\u062a\u0628\u0627\u062a \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0635\u0641\u0629 \u0645\u0645\u064a\u0632\u0629<\/th>\n<th>LightGBM<\/th>\n<th>XGBoost<\/th>\n<th>\u0643\u0627\u062a \u0628\u0648\u0633\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0646\u0645\u0648 \u0627\u0644\u0634\u062c\u0631\u0629<\/td>\n<td>\u0648\u0631\u0642\u0629 \u0627\u0644\u062d\u0643\u0645\u0629<\/td>\n<td>\u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062d\u0643\u064a\u0645<\/td>\n<td>\u0645\u062a\u0645\u0627\u062b\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/td>\n<td>\u0641\u0639\u0627\u0644<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0642\u0627\u0637\u0639<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0633\u0631\u064a\u0639 GPU<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u062f\u0627\u0621<\/td>\n<td>\u0623\u0633\u0631\u0639<\/td>\n<td>\u0623\u0628\u0637\u0623 \u0645\u0646 LGBM<\/td>\n<td>\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u062a\u0641\u0648\u0642 LightGBM \u0639\u0644\u0649 XGBoost \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0633\u0631\u0639\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 CatBoost \u0648LightGBM \u0645\u062a\u0634\u0627\u0628\u0647\u0627\u0646 \u0646\u0633\u0628\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621. \u064a\u062a\u0641\u0648\u0642 LightGBM \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0641\u0636\u0644 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/p>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0640 LightGBM<\/h2>\n<p>\u0645\u0639 \u062a\u0637\u0648\u0631 \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0634\u0647\u062f LightGBM \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a. \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u062a\u0634\u0645\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0645\u062d\u0633\u0646\u0629<\/strong>: \u0642\u062f \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0637\u0631\u0642 \u062a\u0646\u0638\u064a\u0645 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0644\u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u062a\u0639\u0645\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/strong>: \u0642\u062f \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0645\u062d\u0627\u0648\u0644\u0627\u062a \u0644\u062f\u0645\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0639 \u0623\u0637\u0631 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0645\u062b\u0644 LightGBM \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0645\u0631\u0648\u0646\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a<\/strong>: \u0642\u062f \u064a\u062a\u0645 \u062f\u0645\u062c LightGBM \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0622\u0644\u064a (AutoML)\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u063a\u064a\u0631 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u0648\u062a\u0647 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0639\u0645 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0627\u0644\u062c\u0647\u0648\u062f \u0627\u0644\u0645\u0628\u0630\u0648\u0644\u0629 \u0644\u062a\u0645\u0643\u064a\u0646 LightGBM \u0645\u0646 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0645\u062b\u0644 Apache Spark \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0640 LightGBM<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LightGBM \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0639\u0646\u062f \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0645\u0639 \u0645\u0646\u0639 \u0645\u0634\u0643\u0644\u0627\u062a \u062d\u0638\u0631 IP \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u062f\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0639\u0632\u064a\u0632 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0639\u0646\u0648\u0627\u0646 IP \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0648\u0632\u0639<\/strong>: \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u0648\u0632\u0639\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u064a\u0646 \u0627\u0644\u0639\u0642\u062f\u060c \u0648\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u0639\u0627\u0648\u0646\u064a \u0639\u0628\u0631 \u0645\u0648\u0627\u0642\u0639 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0639\u0644\u0649 \u0645\u062b\u064a\u0644\u0627\u062a LightGBM \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0645.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 LightGBM\u060c \u0641\u0643\u0631 \u0641\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/github.com\/microsoft\/LightGBM\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0648\u062f\u0639 LightGBM GitHub \u0627\u0644\u0631\u0633\u0645\u064a<\/a>: \u0642\u0645 \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0635\u062f\u0631\u064a \u0648\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0648\u0645\u062a\u0639\u0642\u0628 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0644\u0640 LightGBM.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/lightgbm-a-highly-efficient-gradient-boosting-decision-tree\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0645\u0646 Microsoft \u062d\u0648\u0644 LightGBM<\/a>: \u0627\u0642\u0631\u0623 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u062a LightGBM.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/lightgbm.readthedocs.io\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 LightGBM<\/a>: \u0627\u0631\u062c\u0639 \u0625\u0644\u0649 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u0639\u0645\u0642\u0629 \u0648\u0645\u0631\u0627\u062c\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.kaggle.com\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0643\u0627\u062c\u0644<\/a>: \u0627\u0633\u062a\u0643\u0634\u0641 \u0645\u0633\u0627\u0628\u0642\u0627\u062a Kaggle \u062d\u064a\u062b \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LightGBM \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0648\u062a\u0639\u0644\u0645 \u0645\u0646 \u0623\u0645\u062b\u0644\u0629 \u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0648\u0627\u0644\u0646\u0648\u0627\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u0648\u0629 LightGBM \u0648\u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0641\u064a\u0647\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u062a\u0639\u0632\u064a\u0632 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645 \u0648\u0627\u0643\u062a\u0633\u0627\u0628 \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0627\u0644\u0623\u0645\u0631 \u064a\u062a\u0639\u0644\u0642 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u0623\u0648 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u062a\u0648\u0627\u0635\u0644 LightGBM \u062a\u0645\u0643\u064a\u0646 \u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0633\u0631\u0639\u062a\u0647 \u0648\u0643\u0641\u0627\u0621\u062a\u0647 \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u062a\u064a\u0646.<\/p>","protected":false},"featured_media":468775,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477828","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>LightGBM: Boosting Performance with Speed and Efficiency<\/mark>","faq_items":[{"question":"What is LightGBM?","answer":"<p>LightGBM is a powerful and efficient open-source machine learning library designed for gradient boosting. It is developed by Microsoft and is widely used for handling large-scale datasets with high accuracy.<\/p>"},{"question":"How did LightGBM originate?","answer":"<p>LightGBM was introduced in 2017 by Microsoft researchers in a paper titled \"LightGBM: A Highly Efficient Gradient Boosting Decision Tree.\" The paper presented LightGBM as a novel method for boosting efficiency in gradient boosting algorithms.<\/p>"},{"question":"How does LightGBM work?","answer":"<p>LightGBM operates on the gradient boosting technique with a leaf-wise tree growth strategy. It selects the leaf node with the maximum loss reduction during each tree expansion, resulting in a more accurate model with fewer leaves. The library optimizes memory usage through techniques like Gradient-based One-Side Sampling (GOSS) and Exclusive Feature Bundling (EFB).<\/p>"},{"question":"What are the key features of LightGBM?","answer":"<p>LightGBM boasts high speed, memory efficiency, scalability, and flexibility. Its leaf-wise tree growth strategy enhances predictive accuracy, and it supports various machine learning tasks, such as regression, classification, ranking, and recommendation systems.<\/p>"},{"question":"What types of LightGBM are there?","answer":"<p>LightGBM offers two main types: Gradient Boosting Machine (GBM) and Dart. GBM uses leaf-wise tree growth, while Dart includes dropout-based regularization to prevent overfitting.<\/p>"},{"question":"How can LightGBM be used?","answer":"<p>LightGBM is versatile and can be used for classification, regression, ranking, and recommendation systems. It is effective in handling large datasets and provides accurate predictions.<\/p>"},{"question":"What are the challenges in using LightGBM?","answer":"<p>Users may face challenges with imbalanced datasets, overfitting, hyperparameter tuning, and data preprocessing. However, solutions like class weights, cross-validation, and proper data handling can help mitigate these issues.<\/p>"},{"question":"How does LightGBM compare to other gradient boosting libraries?","answer":"<p>In comparison to XGBoost and CatBoost, LightGBM stands out with its faster speed and efficient memory usage. It excels in handling large datasets and offers similar performance to CatBoost.<\/p>"},{"question":"What does the future hold for LightGBM?","answer":"<p>The future of LightGBM may involve enhanced regularization techniques, integration with neural networks, AutoML support, and distributed computing capabilities to further improve its performance.<\/p>"},{"question":"How can proxy servers be associated with LightGBM?","answer":"<p>Proxy servers can be beneficial in data scraping, data privacy, distributed training, and load balancing when using LightGBM for machine learning tasks.<\/p><p>For more detailed information, please refer to the article above.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477828","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477828\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468775"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477828"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}