{"id":477369,"date":"2023-08-09T09:11:34","date_gmt":"2023-08-09T09:11:34","guid":{"rendered":""},"modified":"2023-09-05T11:14:34","modified_gmt":"2023-09-05T11:14:34","slug":"gradient-boosting","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/gradient-boosting\/","title":{"rendered":"\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917"},"content":{"rendered":"

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u093e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0939\u0948 \u091c\u094b \u0905\u092a\u0928\u0940 \u092e\u091c\u092c\u0942\u0924\u0940 \u0914\u0930 \u0909\u091a\u094d\u091a \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u092e\u0947\u0902 \u0915\u0908 \u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u092c\u0947\u0939\u0924\u0930 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u093e\u0902 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0928\u0915\u0947 \u0906\u0909\u091f\u092a\u0941\u091f \u0915\u094b \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964 \u0907\u0938 \u0924\u0915\u0928\u0940\u0915 \u0915\u093e \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0914\u0930 \u0935\u093f\u0924\u094d\u0924 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e \u0924\u0915 \u0915\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940, \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0914\u0930 \u0935\u093f\u0915\u093e\u0938<\/h2>\n

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0940 \u091c\u0921\u093c\u0947\u0902 1980 \u0915\u0947 \u0926\u0936\u0915 \u092e\u0947\u0902 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940 \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0926\u0947\u0916\u0940 \u091c\u093e \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u091c\u0939\u093e\u0901 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u092a\u0930 \u0936\u094b\u0927 \u0914\u0930 \u0935\u093f\u0915\u093e\u0938 \u0915\u093f\u092f\u093e \u091c\u093e \u0930\u0939\u093e \u0925\u093e\u0964 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0940 \u092e\u0942\u0932 \u0905\u0935\u0927\u093e\u0930\u0923\u093e \u0938\u0930\u0932 \u0906\u0927\u093e\u0930 \u092e\u0949\u0921\u0932 \u0915\u094b \u0930\u0923\u0928\u0940\u0924\u093f\u0915 \u0924\u0930\u0940\u0915\u0947 \u0938\u0947 \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0915\u0947 \u0909\u0928\u0915\u0940 \u0926\u0915\u094d\u0937\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0935\u093f\u091a\u093e\u0930 \u0938\u0947 \u0909\u092d\u0930\u0940\u0964<\/p>\n

\u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u092a\u0939\u0932\u093e \u0920\u094b\u0938 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e, \u091c\u093f\u0938\u0947 \u090f\u0921\u093e\u092c\u0942\u0938\u094d\u091f (\u090f\u0921\u0947\u092a\u094d\u091f\u093f\u0935 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917) \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948, 1997 \u092e\u0947\u0902 \u092f\u094b\u0935 \u092b\u094d\u0930\u093e\u092f\u0902\u0921 \u0914\u0930 \u0930\u0949\u092c\u0930\u094d\u091f \u0936\u0947\u092a\u093e\u092f\u0930 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, "\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917" \u0936\u092c\u094d\u0926 \u0915\u094b \u091c\u0947\u0930\u094b\u092e \u090f\u091a\u0964 \u092b\u094d\u0930\u0940\u0921\u092e\u0948\u0928 \u0928\u0947 1999 \u0914\u0930 2001 \u092e\u0947\u0902 \u0905\u092a\u0928\u0947 \u092a\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0917\u0922\u093c\u093e \u0925\u093e, \u091c\u0939\u093e\u0901 \u0909\u0928\u094d\u0939\u094b\u0902\u0928\u0947 \u090f\u0915 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u093e \u0935\u093f\u091a\u093e\u0930 \u092a\u0947\u0936 \u0915\u093f\u092f\u093e \u0925\u093e\u0964<\/p>\n

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u093e \u0905\u0928\u093e\u0935\u0930\u0923: \u090f\u0915 \u0917\u0939\u0928 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f<\/h2>\n

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0947 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u090f\u0915 \u0910\u0938\u0940 \u0938\u093e\u092e\u0942\u0939\u093f\u0915 \u0924\u0915\u0928\u0940\u0915 \u091c\u093f\u0938\u092e\u0947\u0902 \u0915\u0908 \u0915\u092e\u091c\u093c\u094b\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092e\u0949\u0921\u0932 \u0915\u094b \u092e\u093f\u0932\u093e\u0915\u0930 \u090f\u0915 \u092e\u091c\u093c\u092c\u0942\u0924 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937\u094b\u0902 \u0915\u0947 \u090f\u0915 \u0938\u0947\u091f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0935\u0943\u0915\u094d\u0937 \u092a\u093f\u091b\u0932\u0947 \u0935\u0943\u0915\u094d\u0937 \u0926\u094d\u0935\u093e\u0930\u093e \u0915\u0940 \u0917\u0908 \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0915\u094b \u0920\u0940\u0915 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092c\u0928\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u090f\u0915 \u091a\u0930\u0923-\u0935\u093e\u0930 \u090f\u0921\u093f\u091f\u093f\u0935 \u092e\u0949\u0921\u0932 \u0915\u093e \u0905\u0928\u0941\u0938\u0930\u0923 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092e\u0947\u0902, \u0928\u090f \u092e\u0949\u0921\u0932 \u0915\u094d\u0930\u092e\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0924\u092c \u0924\u0915 \u091c\u094b\u0921\u093c\u0947 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902 \u091c\u092c \u0924\u0915 \u0915\u093f \u0915\u094b\u0908 \u0914\u0930 \u0938\u0941\u0927\u093e\u0930 \u0928\u0939\u0940\u0902 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e\u0964 \u0907\u0938\u0915\u0947 \u092a\u0940\u091b\u0947 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u092f\u0939 \u0939\u0948 \u0915\u093f \u0928\u090f \u092e\u0949\u0921\u0932 \u0915\u094b \u092e\u094c\u091c\u0942\u0926\u093e \u0938\u092e\u0942\u0939 \u0915\u0940 \u0915\u092e\u093f\u092f\u094b\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964<\/p>\n

\u092f\u0939 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0921\u093f\u0938\u0947\u0902\u091f \u0911\u092a\u094d\u091f\u093f\u092e\u093e\u0907\u091c\u093c\u0947\u0936\u0928 \u0935\u093f\u0927\u093f \u092e\u0947\u0902 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u091a\u0930\u0923 \u092e\u0947\u0902, \u092e\u0949\u0921\u0932 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0938\u094d\u092a\u0947\u0938 \u092e\u0947\u0902 \u0909\u0938 \u0926\u093f\u0936\u093e \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0901 \u0938\u0941\u0927\u093e\u0930 \u0905\u0927\u093f\u0915\u0924\u092e \u0939\u094b\u0924\u093e \u0939\u0948 (\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u0947 \u0938\u093e\u0925 \u0909\u0924\u0930\u0924\u0947 \u0939\u0941\u090f), \u0914\u0930 \u092b\u093f\u0930 \u0909\u0938 \u092a\u094d\u0930\u0935\u0943\u0924\u094d\u0924\u093f \u0915\u094b \u092a\u0915\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0928\u092f\u093e \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0915\u0908 \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u094d\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902, \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u092e\u091c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u093f\u092f\u094b\u0902 \u0915\u094b \u091c\u094b\u0921\u093c\u0915\u0930 \u0938\u092e\u0917\u094d\u0930 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0928\u0941\u0915\u0938\u093e\u0928 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u094b \u0915\u092e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0940 \u092f\u093e\u0902\u0924\u094d\u0930\u093f\u0915\u0940<\/h2>\n

\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u092e\u0947\u0902 \u0924\u0940\u0928 \u0906\u0935\u0936\u094d\u092f\u0915 \u0924\u0924\u094d\u0935 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902: \u090f\u0915 \u0939\u093e\u0928\u093f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u091c\u093f\u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u0939\u0948, \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0915\u092e\u091c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u0940, \u0924\u0925\u093e \u0939\u093e\u0928\u093f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u094b \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e\u091c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u093f\u092f\u094b\u0902 \u0915\u094b \u091c\u094b\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092f\u094b\u0917\u093e\u0924\u094d\u092e\u0915 \u092e\u0949\u0921\u0932\u0964<\/p>\n

    \n
  1. \n

    \u0932\u0949\u0938 \u092b\u0902\u0915\u0936\u0928<\/strong>: \u0939\u093e\u0928\u093f \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u090f\u0915 \u092e\u093e\u092a \u0939\u0948 \u091c\u094b \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0914\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092e\u0942\u0932\u094d\u092f\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0905\u0902\u0924\u0930 \u0915\u0940 \u0917\u0923\u0928\u093e \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0939\u0932 \u0915\u0940 \u091c\u093e \u0930\u0939\u0940 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u092e\u0947\u0902 \u092e\u093e\u0927\u094d\u092f \u0935\u0930\u094d\u0917 \u0924\u094d\u0930\u0941\u091f\u093f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u092e\u0947\u0902 \u0932\u0949\u0917 \u0939\u093e\u0928\u093f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  2. \n

    \u0915\u092e\u091c\u093c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u0940<\/strong>\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u092e\u0947\u0902 \u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u092e\u091c\u093c\u094b\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u0940 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0928\u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0932\u093e\u0932\u091a\u0940 \u0924\u0930\u0940\u0915\u0947 \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u0917\u093f\u0928\u0940 \u092f\u093e \u090f\u0928\u094d\u091f\u094d\u0930\u0949\u092a\u0940 \u091c\u0948\u0938\u0947 \u0936\u0941\u0926\u094d\u0927\u0924\u093e \u0938\u094d\u0915\u094b\u0930 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 \u0935\u093f\u092d\u093e\u091c\u0928 \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u093e \u091a\u092f\u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  3. \n

    \u092f\u094b\u0917\u093e\u0924\u094d\u092e\u0915 \u092e\u0949\u0921\u0932<\/strong>: \u092a\u0947\u0921\u093c\u094b\u0902 \u0915\u094b \u090f\u0915-\u090f\u0915 \u0915\u0930\u0915\u0947 \u091c\u094b\u0921\u093c\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0914\u0930 \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u092e\u094c\u091c\u0942\u0926\u093e \u092a\u0947\u0921\u093c\u094b\u0902 \u0915\u094b \u0928\u0939\u0940\u0902 \u092c\u0926\u0932\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092a\u0947\u0921\u093c\u094b\u0902 \u0915\u094b \u091c\u094b\u0921\u093c\u0924\u0947 \u0938\u092e\u092f \u0928\u0941\u0915\u0938\u093e\u0928 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0921\u093f\u0938\u0947\u0902\u091f \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

    \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h2>\n
      \n
    1. \n

      \u0909\u091a\u094d\u091a \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928<\/strong>\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0905\u0915\u094d\u0938\u0930 \u092c\u0947\u0939\u0924\u0930 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0938\u091f\u0940\u0915\u0924\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    2. \n

      FLEXIBILITY<\/strong>: \u0907\u0938\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0926\u094b\u0928\u094b\u0902 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    3. \n

      \u092e\u091c\u092c\u0942\u0924\u0940<\/strong>: \u092f\u0939 \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u092a\u094d\u0930\u0924\u093f\u0930\u094b\u0927\u0940 \u0939\u0948 \u0914\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u0915\u094d\u0924\u093e \u091a\u0930 (\u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915, \u0936\u094d\u0930\u0947\u0923\u0940\u092c\u0926\u094d\u0927) \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    4. \n

      \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u0915\u093e \u092e\u0939\u0924\u094d\u0935<\/strong>\u092f\u0939 \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u0947 \u092e\u0939\u0924\u094d\u0935 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0914\u0930 \u0915\u0932\u094d\u092a\u0928\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

      \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\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n

      \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0947 \u0915\u0941\u091b \u0930\u0942\u092a \u092f\u0939\u093e\u0902 \u0926\u093f\u090f \u0917\u090f \u0939\u0948\u0902:<\/p>\n\n\n\n\n\n\n\n\n
      \u0915\u0932\u0928 \u0935\u093f\u0927\u093f<\/th>\n\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n
      \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u092e\u0936\u0940\u0928 (\u091c\u0940\u092c\u0940\u090f\u092e)<\/td>\n\u092e\u0942\u0932 \u092e\u0949\u0921\u0932, \u091c\u094b \u0928\u093f\u0930\u094d\u0923\u092f \u0935\u0943\u0915\u094d\u0937\u094b\u0902 \u0915\u094b \u0906\u0927\u093e\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u093f\u092f\u094b\u0902 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n
      XGBoost<\/td>\n\u090f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0935\u093f\u0924\u0930\u093f\u0924 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u091c\u093f\u0938\u0947 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0915\u0941\u0936\u0932, \u0932\u091a\u0940\u0932\u093e \u0914\u0930 \u092a\u094b\u0930\u094d\u091f\u0947\u092c\u0932 \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948<\/td>\n<\/tr>\n
      \u0932\u093e\u0907\u091f\u091c\u0940\u092c\u0940\u090f\u092e<\/td>\n\u092e\u093e\u0907\u0915\u094d\u0930\u094b\u0938\u0949\u092b\u094d\u091f \u0926\u094d\u0935\u093e\u0930\u093e \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u091c\u094b \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u0926\u0915\u094d\u0937\u0924\u093e \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948<\/td>\n<\/tr>\n
      \u0915\u0948\u091f\u092c\u0942\u0938\u094d\u091f<\/td>\n\u092f\u093e\u0902\u0921\u0947\u0915\u094d\u0938 \u0926\u094d\u0935\u093e\u0930\u093e \u0935\u093f\u0915\u0938\u093f\u0924, \u0915\u0948\u091f\u092c\u0942\u0938\u094d\u091f \u0936\u094d\u0930\u0947\u0923\u0940\u092c\u0926\u094d\u0927 \u091a\u0930\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u093e \u0932\u0915\u094d\u0937\u094d\u092f \u0930\u0916\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0914\u0930 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901<\/h2>\n

      \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0938\u094d\u092a\u0948\u092e \u0908\u092e\u0947\u0932 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u0927\u094b\u0916\u093e\u0927\u0921\u093c\u0940 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947, \u0938\u0930\u094d\u091a \u0907\u0902\u091c\u0928 \u0930\u0948\u0902\u0915\u093f\u0902\u0917 \u0914\u0930 \u092f\u0939\u093e\u0902 \u0924\u0915 \u0915\u093f \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0928\u093f\u0926\u093e\u0928 \u091c\u0948\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0905\u092a\u0928\u0940 \u0916\u0942\u092c\u093f\u092f\u094b\u0902 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, \u0907\u0938\u092e\u0947\u0902 \u0915\u0941\u091b \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u092d\u0940 \u0939\u0948\u0902 \u091c\u0948\u0938\u0947 \u0915\u093f \u0932\u093e\u092a\u0924\u093e \u092e\u093e\u0928\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u093e, \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0916\u0930\u094d\u091a \u0914\u0930 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0915\u0940 \u0938\u093e\u0935\u0927\u093e\u0928\u0940\u092a\u0942\u0930\u094d\u0935\u0915 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0964<\/p>\n

      \u0938\u092e\u093e\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0938\u093e\u0925 \u0924\u0941\u0932\u0928\u093e\u0924\u094d\u092e\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n\n\n\n\n\n\n\n\n
      \u0917\u0941\u0923<\/th>\n\u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917<\/th>\n\u092c\u0947\u0924\u0930\u0924\u0940\u092c \u091c\u0902\u0917\u0932<\/th>\n\u0938\u092e\u0930\u094d\u0925\u0928 \u0935\u0947\u0915\u094d\u091f\u0930 \u092f\u0902\u0924\u094d\u0930<\/th>\n<\/tr>\n<\/thead>\n
      \u0936\u0941\u0926\u094d\u0927\u0924\u093e<\/td>\n\u0909\u091a\u094d\u091a<\/td>\n\u092e\u0927\u094d\u092f\u092e \u0938\u0947 \u0909\u091a\u094d\u091a<\/td>\n\u0909\u091a\u094d\u091a<\/td>\n<\/tr>\n
      \u0930\u092b\u093c\u094d\u0924\u093e\u0930<\/td>\n\u0927\u0940\u092e\u093e<\/td>\n\u0924\u0947\u091c\u093c<\/td>\n\u0927\u0940\u092e\u093e<\/td>\n<\/tr>\n
      \u0935\u093f\u0935\u0947\u091a\u0928\u0940\u092f\u0924\u093e<\/td>\n\u092e\u0927\u094d\u092f\u092e<\/td>\n\u0909\u091a\u094d\u091a<\/td>\n\u0915\u092e<\/td>\n<\/tr>\n
      \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917<\/td>\n\u0906\u0935\u0936\u094d\u092f\u0915<\/td>\n\u0915\u092e \u0938\u0947 \u0915\u092e<\/td>\n\u0906\u0935\u0936\u094d\u092f\u0915<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f<\/h2>\n

      \u092c\u0947\u0939\u0924\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0914\u0930 \u0909\u0928\u094d\u0928\u0924 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u0906\u0917\u092e\u0928 \u0915\u0947 \u0938\u093e\u0925, \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0906\u0936\u093e\u091c\u0928\u0915 \u0926\u093f\u0916\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u092e\u0947\u0902 \u0924\u0947\u091c\u093c \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \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\u093e \u0935\u093f\u0915\u093e\u0938, \u092c\u0947\u0939\u0924\u0930 \u0930\u0947\u0917\u094d\u092f\u0942\u0932\u0947\u0936\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0935\u0947\u0936 \u0914\u0930 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u0926\u094d\u0927\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964<\/p>\n

      \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0914\u0930 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917<\/h2>\n

      \u0939\u093e\u0932\u093e\u0902\u0915\u093f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0938\u0947 \u0924\u0941\u0930\u0902\u0924 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0928\u0939\u0940\u0902 \u0932\u0917 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u0909\u0928\u0915\u0947 \u0905\u092a\u094d\u0930\u0924\u094d\u092f\u0915\u094d\u0937 \u0938\u0902\u092c\u0902\u0927 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0938\u0947 \u092c\u0921\u093c\u0940 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u090f\u0915\u0924\u094d\u0930 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u094b \u0906\u0917\u0947 \u0915\u0947 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928\u093e\u0924\u094d\u092e\u0915 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \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 \u092e\u0947\u0902 \u0921\u093e\u0932\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n

      \u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n
        \n
      1. \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \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\u093e \u090f\u0915 \u0938\u0930\u0932 \u092a\u0930\u093f\u091a\u092f<\/a><\/li>\n
      2. \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u0936\u0941\u0930\u0942 \u0938\u0947<\/a><\/li>\n
      3. \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u092c\u0942\u0938\u094d\u091f\u093f\u0902\u0917 \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u0938\u092e\u091d\u0928\u093e<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468483,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477369","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Gradient Boosting: A Powerful Machine Learning Technique<\/mark>","faq_items":[{"question":"What is Gradient Boosting?","answer":"

        Gradient boosting is a widely-used machine learning algorithm that operates on the principle of boosting. It combines multiple weak predictive models to build a strong predictive model. The technique involves training a set of decision trees and using their output to achieve superior predictions. It's used extensively across various sectors for tasks such as prediction, classification, and regression.<\/p>"},{"question":"Who first introduced Gradient Boosting?","answer":"

        The term \"Gradient Boosting\" was first introduced by Jerome H. Friedman in his papers in 1999 and 2001. He proposed the idea of a general gradient boosting framework.<\/p>"},{"question":"How does Gradient Boosting work?","answer":"

        Gradient boosting involves three essential elements: a loss function to be optimized, a weak learner to make predictions, and an additive model to add weak learners to minimize the loss function. New models are added sequentially until no further improvements can be made. At each stage, the model identifies the direction in the gradient space where the improvement is maximum, and then builds a new model to capture that trend.<\/p>"},{"question":"What are the key features of Gradient Boosting?","answer":"

        Key features of Gradient Boosting include high performance, flexibility to be used for both regression and classification problems, robustness against overfitting, and the ability to handle different types of predictor variables. It also offers methods to understand and visualize the importance of different features in the model.<\/p>"},{"question":"What are the different types of Gradient Boosting algorithms?","answer":"

        There are several variations of Gradient Boosting, including the original Gradient Boosting Machine (GBM), XGBoost (an optimized distributed gradient boosting library), LightGBM (a gradient boosting framework by Microsoft focusing on performance and efficiency), and CatBoost (a model by Yandex that handles categorical variables).<\/p>"},{"question":"Where is Gradient Boosting used and what are its associated challenges?","answer":"

        Gradient Boosting can be used in various applications such as spam email detection, fraud detection, search engine ranking, and medical diagnosis. However, it does come with certain challenges like handling missing values, computational expense, and the need for careful tuning of parameters.<\/p>"},{"question":"How does Gradient Boosting compare to similar algorithms?","answer":"

        In comparison to similar algorithms like Random Forest and Support Vector Machine, Gradient Boosting often provides superior predictive accuracy but at the cost of computational speed. It also requires careful tuning of parameters, unlike Random Forest.<\/p>"},{"question":"How can proxy servers be associated with Gradient Boosting?","answer":"

        Proxy servers can indirectly be associated with Gradient Boosting. They help in gathering and preprocessing large amounts of data from various sources, which can then be fed into Gradient Boosting algorithms for further predictive analysis.<\/p>"},{"question":"What are some resources to learn more about Gradient Boosting?","answer":"

        You can learn more about Gradient Boosting from resources like \"A Gentle Introduction to the Gradient Boosting Algorithm for Machine Learning\", \"Gradient Boosting from scratch\", and \"Understanding Gradient Boosting Machines\", available on various online platforms.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/477369","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\/477369\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468483"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=477369"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}