{"id":477206,"date":"2023-08-09T09:09:19","date_gmt":"2023-08-09T09:09:19","guid":{"rendered":""},"modified":"2023-09-05T11:14:16","modified_gmt":"2023-09-05T11:14:16","slug":"few-shot-learning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/few-shot-learning\/","title":{"rendered":"\u0915\u092e-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u093e"},"content":{"rendered":"<h2>\u092a\u0930\u093f\u091a\u092f<\/h2>\n<p>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u090f\u0915 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0939\u0948 \u091c\u094b \u0938\u0940\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932 \u0915\u0940 \u091a\u0941\u0928\u094c\u0924\u0940 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u094d\u0930\u0924\u093f\u092e\u093e\u0928\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u092c\u0921\u093c\u0940 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u0915\u0941\u091b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u0928\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0940\u0916\u0928\u0947 \u0914\u0930 \u0915\u0947\u0935\u0932 \u0915\u0941\u091b \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u0926\u0947\u0916\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0938\u092b\u0932\u0924\u093e \u0915\u093e \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0914\u0930 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0938\u0947 \u0932\u0947\u0915\u0930 \u0930\u094b\u092c\u094b\u091f\u093f\u0915\u094d\u0938 \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0935\u093e\u0932\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0924\u0915 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u094d\u0930\u092d\u093e\u0935 \u0939\u0948\u0964<\/p>\n<h2>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f<\/h2>\n<p>\u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e \u0915\u093e \u092a\u0924\u093e \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0935\u093f\u0915\u093e\u0938 \u0938\u0947 \u0932\u0917\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0932\u094d\u0932\u0947\u0916 \u0905\u0915\u094d\u0938\u0930 1980 \u092e\u0947\u0902 \u091f\u0949\u092e \u092e\u093f\u0936\u0947\u0932 \u0915\u0947 \u0915\u093e\u092e \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u0909\u0928\u094d\u0939\u094b\u0902\u0928\u0947 &quot;\u0915\u0941\u091b \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0938\u0947 \u0938\u0940\u0916\u0928\u0947&quot; \u0915\u093e \u0935\u093f\u091a\u093e\u0930 \u092a\u0947\u0936 \u0915\u093f\u092f\u093e \u0925\u093e\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, 21\u0935\u0940\u0902 \u0938\u0926\u0940 \u0924\u0915, \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u0947 \u0938\u093e\u0925, \u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u090f\u0915 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0914\u0930 \u0915\u0941\u0936\u0932 \u092a\u0926\u094d\u0927\u0924\u093f \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0906\u0915\u093e\u0930 \u0932\u0947\u0928\u093e \u0936\u0941\u0930\u0942 \u0939\u0941\u0906\u0964<\/p>\n<h2>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u094b \u0938\u092e\u091d\u0928\u093e<\/h2>\n<p>\u0907\u0938\u0915\u0947 \u092e\u0942\u0932 \u092e\u0947\u0902, \u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u092e\u0936\u0940\u0928\u094b\u0902 \u0915\u094b \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0928\u0908 \u0905\u0935\u0927\u093e\u0930\u0923\u093e\u0913\u0902 \u0915\u094b \u091c\u0932\u094d\u0926\u0940 \u0914\u0930 \u0915\u0941\u0936\u0932\u0924\u093e \u0938\u0947 \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0928\u093e \u0939\u0948\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092e\u0936\u0940\u0928 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u091c\u0948\u0938\u0947 \u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923, \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u0940\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930\u0928\u0947 \u092a\u0930 \u0938\u0902\u0918\u0930\u094d\u0937 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0915\u0941\u091b-\u0936\u0949\u091f \u0935\u093e\u0932\u0940 \u0936\u093f\u0915\u094d\u0937\u093e \u0928\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0924\u0947\u091c\u0940 \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u094d\u0935 \u091c\u094d\u091e\u093e\u0928 \u0914\u0930 \u0938\u0940\u0916\u0947 \u0917\u090f \u0905\u092d\u094d\u092f\u093e\u0935\u0947\u0926\u0928 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0915\u0930 \u0907\u0938 \u0938\u0940\u092e\u093e \u0915\u094b \u092a\u093e\u0930 \u0915\u0930 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n<h2>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e<\/h2>\n<p>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0915\u0908 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 \u0914\u0930 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902 \u091c\u094b \u092e\u0949\u0921\u0932 \u0915\u094b \u091b\u094b\u091f\u0947 \u0921\u0947\u091f\u093e \u0938\u0947\u091f \u0938\u0947 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e \u092e\u0947\u0902 \u0906\u092e \u0924\u094c\u0930 \u092a\u0930 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u092a\u094d\u0930\u092e\u0941\u0916 \u0918\u091f\u0915 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ol>\n<li>\n<p><strong>\u0906\u0927\u093e\u0930 \u0936\u093f\u0915\u094d\u0937\u093e\u0930\u094d\u0925\u0940<\/strong>: \u092c\u0947\u0938 \u0932\u0930\u094d\u0928\u0930 \u090f\u0915 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0939\u0948 \u091c\u094b \u0935\u093f\u0936\u093e\u0932 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0921\u0947\u091f\u093e \u0938\u0947 \u0938\u092e\u0943\u0926\u094d\u0927 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0938\u0940\u0916\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0906\u0935\u0936\u094d\u092f\u0915 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0914\u0930 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u0915\u0948\u092a\u094d\u091a\u0930 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092e\u0948\u091f\u094d\u0930\u093f\u0915 \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/strong>: \u092e\u0940\u091f\u094d\u0930\u093f\u0915 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u0939\u0932\u0942 \u0939\u0948\u0964 \u0907\u0938\u092e\u0947\u0902 \u090f\u0915 \u0938\u092e\u093e\u0928\u0924\u093e \u092e\u093e\u092a \u0938\u0940\u0916\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948 \u091c\u094b \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u0915\u094d\u0937\u093e \u0915\u0947 \u0915\u0941\u091b \u0909\u092a\u0932\u092c\u094d\u0927 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0928\u090f \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092e\u0947\u091f\u093e-\u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/strong>: &quot;\u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0940\u0916\u0928\u093e&quot; \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092d\u0940 \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u092e\u0947\u091f\u093e-\u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0915\u0947 \u0928\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u091c\u0932\u094d\u0926\u0940 \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n<h2>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h2>\n<p>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0908 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948 \u091c\u094b \u0907\u0938\u0947 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0938\u0947 \u0905\u0932\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948:<\/p>\n<ul>\n<li>\n<p><strong>\u0924\u0940\u0935\u094d\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/strong>: \u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0935\u093e\u0932\u0947 \u092e\u0949\u0921\u0932 \u0915\u0947\u0935\u0932 \u0915\u0941\u091b \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0928\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u091c\u0932\u094d\u0926\u0940 \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0935\u094d\u092f\u093e\u092a\u0915 \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0915\u0930\u0923<\/strong>: \u092f\u0947 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u092d\u093e\u0935\u0936\u093e\u0932\u0940 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u092a\u0939\u0932\u0947 \u0938\u0947 \u0905\u0928\u0926\u0947\u0916\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0938\u0902\u092d\u093e\u0932\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>\u0915\u0941\u091b-\u0936\u0949\u091f \u0915\u0915\u094d\u0937\u093e\u090f\u0902<\/strong>: \u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f\u0924\u093e \u0909\u0928 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948 \u091c\u0939\u093e\u0902 \u0915\u0908 \u0915\u0915\u094d\u0937\u093e\u090f\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u0915\u094d\u0937\u093e \u092e\u0947\u0902 \u0915\u0947\u0935\u0932 \u0915\u0941\u091b \u0909\u0926\u093e\u0939\u0930\u0923 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u0923 \u0938\u0940\u0916\u0928\u093e<\/strong>: \u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0928\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092c\u0947\u0939\u0924\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932\u094b\u0902 \u0938\u0947 \u091c\u094d\u091e\u093e\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0930 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ul>\n<h2>\u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<p>\u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u094b \u0915\u0908 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923\u094b\u0902 \u092e\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u092e\u0947\u0902 \u0938\u0947 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u0940 \u0905\u092a\u0928\u0940 \u0924\u093e\u0915\u0924 \u0914\u0930 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0939\u0948\u0902\u0964 \u092f\u0939\u093e\u0902 \u0915\u0941\u091b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0926\u093f\u090f \u0917\u090f \u0939\u0948\u0902:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923<\/strong><\/th>\n<th><strong>\u0935\u093f\u0935\u0930\u0923<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a\u093f\u0915 \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/strong><\/td>\n<td>\u092e\u0940\u091f\u094d\u0930\u093f\u0915 \u0938\u094d\u092a\u0947\u0938 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0930\u0947 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0902 \u0915\u094d\u0932\u093e\u0938 \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a \u092c\u0928\u0924\u0947 \u0939\u0948\u0902\u0964<\/td>\n<\/tr>\n<tr>\n<td><strong>\u092e\u093f\u0932\u093e\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/strong><\/td>\n<td>\u0928\u090f \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u094b \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u0930\u094d\u0925\u0928 \u0914\u0930 \u0915\u094d\u0935\u0947\u0930\u0940 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u0915\u094b \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0938\u094d\u092f\u093e\u092e \u0926\u0947\u0936 \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/strong><\/td>\n<td>\u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u093e\u0928\u0924\u093e \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u091d\u093e \u092d\u093e\u0930 \u0935\u093e\u0932\u0947 \u0926\u094b \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td><strong>\u092e\u0947\u091f\u093e-\u0932\u0930\u094d\u0928\u093f\u0902\u0917 (\u090f\u092e\u090f\u090f\u092e\u090f\u0932)<\/strong><\/td>\n<td>\u0924\u0948\u0928\u093e\u0924\u0940 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0928\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e \u0914\u0930 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0930\u0928\u093e<\/h2>\n<p>\u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0935\u093f\u0936\u093e\u0932 \u0939\u0948\u0902 \u0914\u0930 \u092f\u0939 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u090f\u0935\u0902 \u0935\u093f\u0915\u093e\u0938 \u0915\u093e \u090f\u0915 \u0938\u0915\u094d\u0930\u093f\u092f \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092c\u0928\u093e \u0939\u0941\u0906 \u0939\u0948\u0964 \u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0915\u0941\u091b \u092a\u094d\u0930\u092e\u0941\u0916 \u0924\u0930\u0940\u0915\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ul>\n<li>\n<p><strong>\u0935\u0938\u094d\u0924\u0941 \u092e\u093e\u0928\u094d\u092f\u0924\u093e<\/strong>: \u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0928\u0908 \u0935\u0938\u094d\u0924\u0941\u0913\u0902 \u0915\u094b \u0924\u0941\u0930\u0902\u0924 \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923<\/strong>: \u092f\u0939 \u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932 \u0915\u094b \u0928\u0908 \u0935\u093e\u0915\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0914\u0930 \u0938\u0940\u092e\u093f\u0924 \u092a\u093e\u0920 \u0928\u092e\u0942\u0928\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u0926\u0930\u094d\u092d-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u092d\u093e\u0937\u093e \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0905\u0938\u0902\u0917\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u092f\u0947<\/strong>: \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u0926\u0941\u0930\u094d\u0932\u092d \u0918\u091f\u0928\u093e\u0913\u0902 \u092f\u093e \u0935\u093f\u0938\u0902\u0917\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u0938\u0939\u093e\u092f\u0924\u093e\u0964<\/p>\n<\/li>\n<\/ul>\n<p>\u0915\u092e-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0938\u0947 \u091c\u0941\u0921\u093c\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ul>\n<li>\n<p><strong>\u0921\u0947\u091f\u093e \u0915\u0940 \u0915\u092e\u0940<\/strong>: \u0938\u0940\u092e\u093f\u0924 \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u0921\u0947\u091f\u093e \u0938\u0947 \u0913\u0935\u0930\u092b\u093c\u093f\u091f\u093f\u0902\u0917 \u0914\u0930 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u092e\u0947\u0902 \u0915\u0920\u093f\u0928\u093e\u0907\u092f\u093e\u0901 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0915\u093e\u0930\u094d\u092f \u091c\u091f\u093f\u0932\u0924\u093e<\/strong>: \u0915\u092e-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0938\u0947 \u091c\u091f\u093f\u0932 \u0935\u093f\u0935\u093f\u0927\u0924\u093e\u0913\u0902 \u0935\u093e\u0932\u0947 \u091c\u091f\u093f\u0932 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u092e\u0947\u0902 \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<\/p>\n<\/li>\n<\/ul>\n<p>\u0907\u0928 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0938\u0947 \u0928\u093f\u092a\u091f\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u094b\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902, \u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e \u0935\u0943\u0926\u094d\u0927\u093f \u0924\u0915\u0928\u0940\u0915, \u0921\u094b\u092e\u0947\u0928 \u091c\u094d\u091e\u093e\u0928 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0928\u093e \u0914\u0930 \u092e\u0947\u091f\u093e-\u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u094b \u0906\u0917\u0947 \u092c\u0922\u093c\u093e\u0928\u093e\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<table>\n<thead>\n<tr>\n<th><strong>\u0936\u0930\u094d\u0924\u0947\u0902<\/strong><\/th>\n<th><strong>\u0935\u093f\u0935\u0930\u0923<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u093e<\/strong><\/td>\n<td>\u0924\u0947\u091c\u0940 \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0914\u0930 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0938\u0902\u0916\u094d\u092f\u093e \u092e\u0947\u0902 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u092a\u0930 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td><strong>\u091c\u0940\u0930\u094b-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/strong><\/td>\n<td>\u0905\u0930\u094d\u0925 \u0938\u0902\u092c\u0902\u0927\u0940 \u0938\u0902\u0918\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0936\u0942\u0928\u094d\u092f \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0935\u093e\u0932\u0940 \u0915\u0915\u094d\u0937\u093e\u0913\u0902 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u0923 \u0938\u0940\u0916\u0928\u093e<\/strong><\/td>\n<td>\u0928\u090f \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u092c\u0947\u0939\u0924\u0930 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932\u094b\u0902 \u0938\u0947 \u091c\u094d\u091e\u093e\u0928 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0901<\/h2>\n<p>\u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u092c\u0939\u0941\u0924 \u092c\u0921\u093c\u093e \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u0915\u0908 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u090f\u0906\u0908 \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u094b \u0905\u0928\u0932\u0949\u0915 \u0915\u0930\u0928\u093e \u091c\u093e\u0930\u0940 \u0930\u0916\u0924\u093e \u0939\u0948\u0964 \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0915\u0941\u091b \u092a\u094d\u0930\u092e\u0941\u0916 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ul>\n<li>\n<p><strong>\u0909\u0928\u094d\u0928\u0924 \u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/strong>: \u092e\u0947\u091f\u093e-\u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0914\u0930 \u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u092e\u0947\u0902 \u092a\u094d\u0930\u0917\u0924\u093f \u0928\u090f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0914\u0930 \u092d\u0940 \u092c\u0947\u0939\u0924\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u090f\u0917\u0940\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0921\u094b\u092e\u0947\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/strong>: \u0921\u094b\u092e\u0947\u0928 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u092f\u0941\u0915\u094d\u0924 \u0930\u0942\u092a \u0938\u0947 \u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0938\u0947 \u0935\u093f\u0935\u093f\u0927 \u0921\u0947\u091f\u093e \u0935\u093f\u0924\u0930\u0923 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0905\u0927\u093f\u0915 \u092e\u091c\u092c\u0942\u0924 \u092e\u0949\u0921\u0932 \u0924\u0948\u092f\u093e\u0930 \u0939\u094b\u0902\u0917\u0947\u0964<\/p>\n<\/li>\n<li>\n<p><strong>\u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f\u093f\u0935 \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/strong>: \u0907\u0902\u091f\u0930\u090f\u0915\u094d\u091f\u093f\u0935 \u0915\u0941\u091b-\u0936\u0949\u091f \u0936\u093f\u0915\u094d\u0937\u0923 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0901 \u091c\u094b \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0915\u094d\u0930\u093f\u092f \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0940 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0932\u0947 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ul>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0914\u0930 \u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/h2>\n<p>\u091c\u092c\u0915\u093f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0938\u094d\u0935\u092f\u0902 \u0938\u0940\u0927\u0947 \u0924\u094c\u0930 \u092a\u0930 \u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948\u0902, \u0935\u0947 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0914\u0930 \u0907\u0902\u091f\u0930\u0928\u0947\u091f \u0915\u0947 \u092c\u0940\u091a \u092e\u0927\u094d\u092f\u0938\u094d\u0925 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0906\u0908\u092a\u0940 \u092a\u0924\u0947 \u0915\u094b \u091b\u093f\u092a\u093e\u0915\u0930 \u0914\u0930 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0940 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0915\u0930\u0915\u0947 \u0917\u0941\u092e\u0928\u093e\u092e\u0940 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0938\u0902\u0926\u0930\u094d\u092d \u092e\u0947\u0902, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u0940 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0914\u0930 \u0921\u0947\u091f\u093e \u0930\u093f\u0938\u093e\u0935 \u0915\u094b \u0930\u094b\u0915\u0924\u0947 \u0939\u0941\u090f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0938\u0947 \u0921\u0947\u091f\u093e \u090f\u0915\u0924\u094d\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \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>\u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u0947 \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, \u0915\u0943\u092a\u092f\u093e \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928 \u0926\u0947\u0916\u0947\u0902:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/few-shot-learning-what-is-it-and-how-is-it-done-5b095d8e98b2\" target=\"_new\" rel=\"noopener nofollow\">\u0921\u0947\u091f\u093e \u0938\u093e\u0907\u0902\u0938 \u0915\u0940 \u0913\u0930 - \u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917: \u092f\u0939 \u0915\u094d\u092f\u093e \u0939\u0948 \u0914\u0930 \u092f\u0939 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948?<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/1904.05046\" target=\"_new\" rel=\"noopener nofollow\">\u0906\u0930\u094d\u0915\u094d\u0938\u093f\u0935 - \u092b\u094d\u092f\u0942-\u0936\u0949\u091f \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092a\u0930 \u090f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u0938\u0930\u094d\u0935\u0947\u0915\u094d\u0937\u0923<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/nips.cc\/\" target=\"_new\" rel=\"noopener nofollow\">NeurIPS 2021 - \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0938\u0942\u091a\u0928\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092a\u0930 \u0938\u092e\u094d\u092e\u0947\u0932\u0928<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u0905\u0902\u0924 \u092e\u0947\u0902, \u0915\u0941\u091b-\u0936\u0949\u091f \u0938\u0940\u0916\u0928\u093e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u090f\u0915 \u0905\u092d\u0942\u0924\u092a\u0942\u0930\u094d\u0935 \u092c\u0926\u0932\u093e\u0935 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0938\u0940\u092e\u093f\u0924 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0924\u0947\u091c\u0940 \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0907\u0938\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u090f\u0906\u0908 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0928\u0908 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u090f\u0902 \u0916\u094b\u0932\u0924\u0940 \u0939\u0948, \u0914\u0930 \u091a\u0932 \u0930\u0939\u0947 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u0924\u0915\u0928\u0940\u0915\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u0928\u093f\u0938\u094d\u0938\u0902\u0926\u0947\u0939 \u090f\u0915 \u0910\u0938\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u094b \u0906\u0915\u093e\u0930 \u0926\u0947\u0917\u0940 \u091c\u0939\u093e\u0902 \u092e\u0936\u0940\u0928\u0947\u0902 \u092a\u0939\u0932\u0947 \u0938\u0947 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0914\u0930 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0938\u0940\u0916 \u0938\u0915\u0947\u0902\u0917\u0940\u0964<\/p>","protected":false},"featured_media":468393,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477206","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Few-shot learning: A Powerful Approach to Generalization in Machine Learning<\/mark>","faq_items":[{"question":"What is few-shot learning?","answer":"<p>Few-shot learning is an advanced approach in machine learning that allows models to learn new tasks and generalize to unseen data with only a small number of examples. Unlike traditional methods that require vast amounts of labeled data, few-shot learning leverages prior knowledge and learned representations for rapid adaptation.<\/p>"},{"question":"How did few-shot learning originate?","answer":"<p>The concept of few-shot learning was first mentioned in the work of Tom Mitchell in 1980. However, it gained practical significance with the advancements in deep learning and neural networks in the 21st century.<\/p>"},{"question":"How does few-shot learning work?","answer":"<p>Few-shot learning involves a base learner, which is a pre-trained model capturing essential features from general data. It also incorporates metric learning and meta-learning techniques to enable quick adaptation to new tasks.<\/p>"},{"question":"What are the key features of few-shot learning?","answer":"<p>Few-shot learning exhibits rapid adaptation, impressive generalization, and excels in scenarios with numerous classes but few examples per class. It also utilizes transfer learning from pre-trained models.<\/p>"},{"question":"What types of few-shot learning exist?","answer":"<p>Few-shot learning can be categorized into several types, including Prototypical Networks, Matching Networks, Siamese Networks, and Meta-learning (MAML).<\/p>"},{"question":"How can few-shot learning be used?","answer":"<p>Few-shot learning finds applications in object recognition, natural language processing, anomaly detection, and more. However, it faces challenges due to data scarcity and task complexity.<\/p>"},{"question":"What are the main characteristics and comparisons with related terms?","answer":"<p>Few-shot learning is compared to zero-shot learning and transfer learning. While few-shot learning adapts quickly with a few examples, zero-shot learning handles classes with zero examples based on semantic associations.<\/p>"},{"question":"What are the future perspectives and technologies related to few-shot learning?","answer":"<p>The future of few-shot learning includes enhanced algorithms, domain adaptation, and interactive learning systems that actively seek user feedback.<\/p>"},{"question":"How are proxy servers associated with few-shot learning?","answer":"<p>Proxy servers, while not directly related to few-shot learning, can enhance the performance and privacy of machine learning systems by collecting data from various sources while preserving user anonymity and preventing data leakage.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/477206","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\/477206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468393"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=477206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}