{"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\/in\/wiki\/xgboost\/","title":{"rendered":"XGBoost"},"content":{"rendered":"<p>XGBoost, \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0940\u092e \u0917\u094d\u0930\u0948\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u093e \u0938\u0902\u0915\u094d\u0937\u093f\u092a\u094d\u0924 \u0930\u0942\u092a, \u090f\u0915 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0939\u0948 \u091c\u093f\u0938\u0928\u0947 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0914\u0930 \u0921\u0947\u091f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0939\u0948\u0964 \u092f\u0939 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0940 \u0936\u094d\u0930\u0947\u0923\u0940 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0939\u0948, \u091c\u094b \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928, \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u0930\u0948\u0902\u0915\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0940 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u094b \u0926\u0942\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0915\u0938\u093f\u0924, XGBoost \u0909\u0932\u094d\u0932\u0947\u0916\u0928\u0940\u092f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0914\u0930 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0940 \u0924\u093e\u0915\u0924 \u0915\u094b \u091c\u094b\u0921\u093c\u0924\u0940 \u0939\u0948\u0964<\/p>\n<h2>XGBoost \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0915\u093e \u0907\u0924\u093f\u0939\u093e\u0938<\/h2>\n<p>XGBoost \u0915\u0940 \u092f\u093e\u0924\u094d\u0930\u093e 2014 \u092e\u0947\u0902 \u0936\u0941\u0930\u0942 \u0939\u0941\u0908 \u091c\u092c \u0935\u093e\u0936\u093f\u0902\u0917\u091f\u0928 \u0935\u093f\u0936\u094d\u0935\u0935\u093f\u0926\u094d\u092f\u093e\u0932\u092f \u0915\u0947 \u090f\u0915 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0924\u093f\u092f\u093e\u0928\u094d\u0915\u0940 \u091a\u0947\u0928 \u0928\u0947 \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092a\u094d\u0930\u094b\u091c\u0947\u0915\u094d\u091f \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u093f\u092f\u093e\u0964 XGBoost \u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0932\u094d\u0932\u0947\u0916 &quot;XGBoost: \u090f\u0915 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u091f\u094d\u0930\u0940 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e&quot; \u0928\u093e\u092e\u0915 \u090f\u0915 \u0936\u094b\u0927 \u092a\u0924\u094d\u0930 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0906\u092f\u093e, \u091c\u093f\u0938\u0947 2016 ACM SIGKDD \u0938\u092e\u094d\u092e\u0947\u0932\u0928 \u092e\u0947\u0902 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964 \u092a\u0947\u092a\u0930 \u0928\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u094d\u0930\u0924\u093f\u092f\u094b\u0917\u093f\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0905\u0938\u093e\u0927\u093e\u0930\u0923 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u093f\u0924 \u0915\u093f\u092f\u093e \u0914\u0930 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0940 \u0907\u0938\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u092a\u0930 \u092a\u094d\u0930\u0915\u093e\u0936 \u0921\u093e\u0932\u093e\u0964<\/p>\n<h2>XGBoost \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h2>\n<p>XGBoost \u0915\u0940 \u0938\u092b\u0932\u0924\u093e \u0915\u093e \u0936\u094d\u0930\u0947\u092f \u0907\u0938\u0915\u0947 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0914\u0930 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u0905\u0928\u0942\u0920\u0947 \u0938\u0902\u092f\u094b\u091c\u0928 \u0915\u094b \u0926\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u090f\u0915 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0915 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u0915\u092e\u091c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u093f\u092f\u094b\u0902 (\u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937) \u0915\u094b \u0915\u094d\u0930\u092e\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0928\u090f \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u0940 \u0915\u093e \u0932\u0915\u094d\u0937\u094d\u092f \u092a\u093f\u091b\u0932\u0947 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u093f\u092f\u094b\u0902 \u0915\u0940 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u0920\u0940\u0915 \u0915\u0930\u0928\u093e \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, XGBoost \u092e\u0949\u0921\u0932 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u094b \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0936\u0930\u094d\u0924\u094b\u0902 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0926\u094b\u0939\u0930\u093e \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0928 \u0915\u0947\u0935\u0932 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948 \u092c\u0932\u094d\u0915\u093f \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u0947 \u091c\u094b\u0916\u093f\u092e \u0915\u094b \u092d\u0940 \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>XGBoost \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e<\/h2>\n<p>XGBoost \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u094b \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u092a\u094d\u0930\u092e\u0941\u0916 \u0918\u091f\u0915\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n<ol>\n<li>\n<p><strong>\u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0938\u092e\u093e\u0930\u094b\u0939:<\/strong> XGBoost \u090f\u0915 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u094b \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u093f\u0938\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0915\u093e\u0930\u094d\u092f (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u092e\u093e\u0927\u094d\u092f \u0935\u0930\u094d\u0917 \u0924\u094d\u0930\u0941\u091f\u093f) \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093e\u0930\u094d\u092f (\u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0932\u0949\u0917 \u0939\u093e\u0928\u093f) \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0915\u092e\u091c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u0940:<\/strong> XGBoost \u0915\u092e\u091c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u093f\u092f\u094b\u0902 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0947 \u092a\u0947\u0921\u093c \u0909\u0925\u0932\u0947 \u0939\u0948\u0902, \u0938\u0940\u092e\u093f\u0924 \u0917\u0939\u0930\u093e\u0908 \u0935\u093e\u0932\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u093e \u0916\u0924\u0930\u093e \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917:<\/strong> XGBoost \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u094b \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0928\u090f \u092a\u0947\u0921\u093c \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u092a\u093f\u091b\u0932\u0947 \u092a\u0947\u0921\u093c\u094b\u0902 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u0902\u092c\u0902\u0927 \u092e\u0947\u0902 \u0939\u093e\u0928\u093f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u0947 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923:<\/strong> \u092e\u0949\u0921\u0932 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e \u0915\u094b \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u092e\u0947\u0902 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0936\u092c\u094d\u0926 \u091c\u094b\u0921\u093c\u0947 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u0936\u094b\u0930 \u092b\u093f\u091f \u0915\u0930\u0928\u0947 \u0938\u0947 \u0930\u094b\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092a\u0947\u0921\u093c \u0915\u0940 \u091b\u0902\u091f\u093e\u0908:<\/strong> XGBoost \u092e\u0947\u0902 \u090f\u0915 \u091b\u0902\u091f\u093e\u0908 \u091a\u0930\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948 \u091c\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u092a\u0947\u0921\u093c\u094b\u0902 \u0938\u0947 \u0936\u093e\u0916\u093e\u0913\u0902 \u0915\u094b \u0939\u091f\u093e \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0949\u0921\u0932 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u092e\u0947\u0902 \u0914\u0930 \u0935\u0943\u0926\u094d\u0927\u093f \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>XGBoost \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n<p>XGBoost \u092e\u0947\u0902 \u0915\u0908 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0939\u0948\u0902 \u091c\u094b \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u092e\u0947\u0902 \u0907\u0938\u0915\u0940 \u0936\u094d\u0930\u0947\u0937\u094d\u0920\u0924\u093e \u092e\u0947\u0902 \u092f\u094b\u0917\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0909\u091a\u094d\u091a \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928:<\/strong> XGBoost \u0915\u094b \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0947\u0902 \u0924\u0947\u091c\u0940 \u0932\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u0917\u0923\u0928\u093e \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0932\u091a\u0940\u0932\u093e\u092a\u0928:<\/strong> \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f\u094b\u0902 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923:<\/strong> XGBoost \u0915\u0940 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0924\u0915\u0928\u0940\u0915 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u092e\u0949\u0921\u0932 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092b\u093c\u0940\u091a\u0930 \u092e\u0939\u0924\u094d\u0935:<\/strong> XGBoost \u092b\u0940\u091a\u0930 \u092e\u0939\u0924\u094d\u0935 \u092e\u0947\u0902 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u0915\u094b \u091a\u0932\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u091a\u0930 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0917\u0941\u092e \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u093e:<\/strong> XGBoost \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0932\u093e\u092a\u0924\u093e \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092a\u094d\u0930\u092f\u093e\u0938 \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>XGBoost \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<p>XGBoost \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0930\u0942\u092a \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u092e\u0947\u0902 \u0906\u0924\u093e \u0939\u0948:<\/p>\n<ul>\n<li><strong>XGBoost \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928:<\/strong> \u0928\u093f\u0930\u0902\u0924\u0930 \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u092e\u093e\u0928\u094b\u0902 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>XGBoost \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923:<\/strong> \u092c\u093e\u0907\u0928\u0930\u0940 \u0914\u0930 \u092e\u0932\u094d\u091f\u0940\u0915\u094d\u0932\u093e\u0938 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092f\u094b\u091c\u093f\u0924\u0964<\/li>\n<li><strong>\u090f\u0915\u094d\u0938\u091c\u0940\u092c\u0942\u0938\u094d\u091f \u0930\u0948\u0902\u0915\u093f\u0902\u0917:<\/strong> \u0930\u0948\u0902\u0915\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u0932\u0915\u094d\u0937\u094d\u092f \u092e\u0939\u0924\u094d\u0935 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u094b \u0915\u094d\u0930\u092e\u092c\u0926\u094d\u0927 \u0915\u0930\u0928\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n<p>\u092f\u0939\u093e\u0902 \u0938\u093e\u0930\u0923\u0940\u092c\u0926\u094d\u0927 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u093e\u0930\u093e\u0902\u0936 \u0926\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u092a\u094d\u0930\u0915\u093e\u0930<\/th>\n<th>\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>XGBoost \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928<\/td>\n<td>\u0928\u093f\u0930\u0902\u0924\u0930 \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u092e\u093e\u0928\u094b\u0902 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>XGBoost \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923<\/td>\n<td>\u092c\u093e\u0907\u0928\u0930\u0940 \u0914\u0930 \u092e\u0932\u094d\u091f\u0940\u0915\u094d\u0932\u093e\u0938 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u090f\u0915\u094d\u0938\u091c\u0940\u092c\u0942\u0938\u094d\u091f \u0930\u0948\u0902\u0915\u093f\u0902\u0917<\/td>\n<td>\u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u094b \u092e\u0939\u0924\u094d\u0935 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0930\u0948\u0902\u0915 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>XGBoost \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<p>XGBoost \u0915\u094b \u0935\u093f\u0924\u094d\u0924, \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0926\u0947\u0916\u092d\u093e\u0932, \u0935\u093f\u092a\u0923\u0928 \u0914\u0930 \u0905\u0928\u094d\u092f \u0938\u0939\u093f\u0924 \u0921\u094b\u092e\u0947\u0928 \u0915\u0940 \u090f\u0915 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092e\u0947\u0902 \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u092e\u093f\u0932\u0924\u0947 \u0939\u0948\u0902\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 \u0914\u0930 \u0905\u0938\u0902\u0924\u0941\u0932\u093f\u0924 \u0921\u0947\u091f\u093e \u091c\u0948\u0938\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930\u0928\u093e \u092a\u0921\u093c \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0915\u094d\u0930\u0949\u0938-\u0935\u0948\u0932\u093f\u0921\u0947\u0936\u0928 \u0914\u0930 \u0939\u093e\u0907\u092a\u0930\u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u094b \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0907\u0928 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u0915\u094b \u0915\u092e \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0924\u0941\u0932\u0928\u093e\u090f\u0901<\/h2>\n<p>\u092f\u0939\u093e\u0902 \u0938\u092e\u093e\u0928 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 XGBoost \u0915\u0940 \u0924\u094d\u0935\u0930\u093f\u0924 \u0924\u0941\u0932\u0928\u093e \u0926\u0940 \u0917\u0908 \u0939\u0948:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0935\u093f\u0936\u0947\u0937\u0924\u093e<\/th>\n<th>XGBoost<\/th>\n<th>\u092c\u0947\u0924\u0930\u0924\u0940\u092c \u091c\u0902\u0917\u0932<\/th>\n<th>\u0932\u093e\u0907\u091f\u091c\u0940\u092c\u0940\u090f\u092e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915<\/td>\n<td>\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917<\/td>\n<td>\u090a\u0932\u091c\u0932\u0942\u0932 \u0915\u093e \u0915\u092a\u0921\u093c\u093e<\/td>\n<td>\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917<\/td>\n<\/tr>\n<tr>\n<td>\u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923<\/td>\n<td>\u0939\u093e\u0901 (L1 \u0914\u0930 L2)<\/td>\n<td>\u0928\u0939\u0940\u0902<\/td>\n<td>\u0939\u093e\u0901 (\u0939\u093f\u0938\u094d\u091f\u094b\u0917\u094d\u0930\u093e\u092e-\u0906\u0927\u093e\u0930\u093f\u0924)<\/td>\n<\/tr>\n<tr>\n<td>\u0921\u0947\u091f\u093e \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0917\u0941\u092e \u0939\u0948<\/td>\n<td>\u0939\u093e\u0901 (\u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924)<\/td>\n<td>\u0928\u0939\u0940\u0902 (\u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948)<\/td>\n<td>\u0939\u093e\u0901 (\u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924)<\/td>\n<\/tr>\n<tr>\n<td>\u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928<\/td>\n<td>\u0909\u091a\u094d\u091a<\/td>\n<td>\u092e\u0927\u094d\u092f\u092e<\/td>\n<td>\u0909\u091a\u094d\u091a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0901<\/h2>\n<p>XGBoost \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0930\u094b\u092e\u093e\u0902\u091a\u0915 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u090f\u0902 \u0930\u0916\u0924\u093e \u0939\u0948\u0964 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0914\u0930 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0932\u0917\u093e\u0924\u093e\u0930 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0907\u0938\u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0928\u0908 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964 \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930\u0940\u0915\u0930\u0923, \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0922\u093e\u0902\u091a\u0947 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923, \u0914\u0930 \u0936\u094d\u0930\u0947\u0923\u0940\u092c\u0926\u094d\u0927 \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u0940 \u092c\u0947\u0939\u0924\u0930 \u0939\u0948\u0902\u0921\u0932\u093f\u0902\u0917 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964<\/p>\n<h2>XGBoost \u0914\u0930 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930<\/h2>\n<p>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0935\u0947\u092c \u0938\u094d\u0915\u094d\u0930\u0948\u092a\u093f\u0902\u0917, \u0921\u0947\u091f\u093e \u0905\u0928\u093e\u092e\u0940\u0915\u0930\u0923 \u0914\u0930 \u0911\u0928\u0932\u093e\u0907\u0928 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 XGBoost \u0905\u092a\u094d\u0930\u0924\u094d\u092f\u0915\u094d\u0937 \u0930\u0942\u092a \u0938\u0947 \u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u0938\u0902\u0917\u094d\u0930\u0939 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0915\u0947 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0938\u0947 \u0932\u093e\u092d \u0909\u0920\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u091c\u092c \u0926\u0930 \u0938\u0940\u092e\u093e \u0935\u093e\u0932\u0947 \u090f\u092a\u0940\u0906\u0908 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930 \u0930\u0939\u093e \u0939\u094b\u0964 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0930\u094b\u091f\u0947\u0936\u0928 \u0905\u0928\u0941\u0930\u094b\u0927\u094b\u0902 \u0915\u094b \u0938\u092e\u093e\u0928 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u0924\u0930\u093f\u0924 \u0915\u0930\u0928\u0947, \u0906\u0908\u092a\u0940 \u092a\u094d\u0930\u0924\u093f\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0914\u0930 XGBoost \u092e\u0949\u0921\u0932 \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0915\u0940 \u090f\u0915 \u0938\u094d\u0925\u093f\u0930 \u0938\u094d\u091f\u094d\u0930\u0940\u092e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<p>XGBoost \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ul>\n<li><a href=\"https:\/\/xgboost.readthedocs.io\/en\/latest\/\" target=\"_new\" rel=\"noopener nofollow\">XGBoost \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u0940\u0915\u0930\u0923<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/dmlc\/xgboost\" target=\"_new\" rel=\"noopener nofollow\">XGBoost GitHub \u0930\u093f\u092a\u0949\u091c\u093f\u091f\u0930\u0940<\/a><\/li>\n<li><a href=\"https:\/\/homes.cs.washington.edu\/~tqchen\/pdf\/BoostedTree.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0924\u093f\u092f\u093e\u0928\u094d\u0915\u0940 \u091a\u0947\u0928 \u0926\u094d\u0935\u093e\u0930\u093e XGBoost \u0915\u093e \u092a\u0930\u093f\u091a\u092f<\/a><\/li>\n<\/ul>\n<p>XGBoost \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u0915\u094b\u0902 \u0915\u0947 \u0936\u0938\u094d\u0924\u094d\u0930\u093e\u0917\u093e\u0930 \u092e\u0947\u0902 \u090f\u0915 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0909\u092a\u0915\u0930\u0923 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0916\u0921\u093c\u093e \u0939\u0948, \u091c\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0938\u091f\u0940\u0915 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u093e\u0902 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0914\u0930 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0907\u0938\u0915\u093e \u0905\u0928\u0942\u0920\u093e \u092e\u093f\u0936\u094d\u0930\u0923 \u092e\u091c\u092c\u0942\u0924\u0940 \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0906\u0927\u0941\u0928\u093f\u0915 \u0921\u0947\u091f\u093e \u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092e\u0947\u0902 \u090f\u0915 \u092a\u094d\u0930\u092e\u0941\u0916 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/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\/in\/wp-json\/wp\/v2\/wiki\/479722","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/479722\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=479722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}