{"id":478656,"date":"2023-08-09T09:36:27","date_gmt":"2023-08-09T09:36:27","guid":{"rendered":""},"modified":"2023-09-05T11:17:18","modified_gmt":"2023-09-05T11:17:18","slug":"recurrent-neutral-network","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/recurrent-neutral-network\/","title":{"rendered":"\u0906\u0935\u0930\u094d\u0924\u0915 \u0924\u091f\u0938\u094d\u0925 \u0928\u0947\u091f\u0935\u0930\u094d\u0915"},"content":{"rendered":"<p>\u0906\u0935\u0930\u094d\u0924\u0915 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (\u0906\u0930\u090f\u0928\u090f\u0928) \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0938\u0902\u0915\u094d\u0937\u093f\u092a\u094d\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/p>\n<p>\u0906\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (RNN) \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u090f\u0915 \u0935\u0930\u094d\u0917 \u0939\u0948 \u091c\u093f\u0938\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u092e\u0947\u0902 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u0948\u0938\u0947 \u0915\u093f \u092a\u093e\u0920, \u092d\u093e\u0937\u0923, \u092f\u093e \u0938\u0902\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u0921\u0947\u091f\u093e\u0964 \u092b\u0940\u0921\u092b\u0949\u0930\u0935\u0930\u094d\u0921 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, RNN \u092e\u0947\u0902 \u0910\u0938\u0947 \u0915\u0928\u0947\u0915\u094d\u0936\u0928 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u0916\u0941\u0926 \u092a\u0930 \u0932\u0942\u092a \u092c\u0948\u0915 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u0942\u091a\u0928\u093e \u092c\u0928\u0940 \u0930\u0939\u0924\u0940 \u0939\u0948 \u0914\u0930 \u0938\u094d\u092e\u0943\u0924\u093f \u0915\u093e \u090f\u0915 \u0930\u0942\u092a \u092a\u094d\u0930\u0926\u093e\u0928 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 RNN \u0915\u094b \u0909\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u092c\u0928\u093e\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0901 \u0905\u0938\u094d\u0925\u093e\u092f\u0940 \u0917\u0924\u093f\u0936\u0940\u0932\u0924\u093e \u0914\u0930 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0902\u0964<\/p>\n<h2>\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0915\u093e \u0907\u0924\u093f\u0939\u093e\u0938 \u0914\u0930 \u0907\u0938\u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0932\u094d\u0932\u0947\u0916<\/h2>\n<p>\u0906\u0930\u090f\u0928\u090f\u0928 \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e 1980 \u0915\u0947 \u0926\u0936\u0915 \u092e\u0947\u0902 \u0921\u0947\u0935\u093f\u0921 \u0930\u0942\u092e\u0947\u0932\u0939\u093e\u0930\u094d\u091f, \u091c\u0947\u092b\u094d\u0930\u0940 \u0939\u093f\u0902\u091f\u0928 \u0914\u0930 \u0930\u094b\u0928\u093e\u0932\u094d\u0921 \u0935\u093f\u0932\u093f\u092f\u092e\u094d\u0938 \u091c\u0948\u0938\u0947 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0915\u093f\u090f \u0917\u090f \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0936\u0941\u0930\u0942 \u0939\u0941\u0908 \u0925\u0940\u0964 \u0909\u0928\u094d\u0939\u094b\u0902\u0928\u0947 \u092f\u0939 \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u0932 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935\u093f\u0924 \u0915\u093f\u090f \u0915\u093f \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0932\u0942\u092a \u092e\u0947\u0902 \u0938\u0942\u091a\u0928\u093e \u0915\u0948\u0938\u0947 \u092a\u094d\u0930\u0938\u093e\u0930\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u094d\u092e\u0943\u0924\u093f \u0924\u0902\u0924\u094d\u0930 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0938\u092e\u092f \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u092a\u094d\u0930\u0938\u093f\u0926\u094d\u0927 \u092c\u0948\u0915\u092a\u094d\u0930\u094b\u092a\u0947\u0917\u0947\u0936\u0928 \u0925\u094d\u0930\u0942 \u091f\u093e\u0907\u092e (BPTT) \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e, \u091c\u094b RNN \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u094c\u0932\u093f\u0915 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0924\u0915\u0928\u0940\u0915 \u092c\u0928 \u0917\u092f\u093e\u0964<\/p>\n<h2>\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \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>\u0906\u0935\u0930\u094d\u0924\u0915 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u092d\u093e\u0937\u0923 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u093f\u0924\u094d\u0924\u0940\u092f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u091c\u0948\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 RNN \u0915\u094b \u0905\u0928\u094d\u092f \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0938\u0947 \u0905\u0932\u0917 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e \u0907\u0928\u092a\u0941\u091f \u0915\u0947 \u091a\u0930-\u0932\u0902\u092c\u093e\u0908 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u092a\u0928\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u094d\u0925\u093f\u0924\u093f (\u0938\u094d\u092e\u0943\u0924\u093f) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0909\u0928\u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0939\u0948\u0964<\/p>\n<h3>\u090f\u0932\u094d\u092e\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915\u094d\u0938 \u0914\u0930 \u091c\u0949\u0930\u094d\u0921\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915\u094d\u0938<\/h3>\n<p>\u0906\u0930\u090f\u0928\u090f\u0928 \u0915\u0947 \u0926\u094b \u092a\u094d\u0930\u0938\u093f\u0926\u094d\u0927 \u092a\u094d\u0930\u0915\u093e\u0930 \u0939\u0948\u0902 \u090f\u0932\u094d\u092e\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0914\u0930 \u091c\u0949\u0930\u094d\u0921\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915, \u091c\u094b \u0905\u092a\u0928\u0947 \u092b\u0940\u0921\u092c\u0948\u0915 \u0915\u0928\u0947\u0915\u094d\u0936\u0928 \u092e\u0947\u0902 \u092d\u093f\u0928\u094d\u0928 \u0939\u0948\u0902\u0964 \u090f\u0932\u094d\u092e\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902 \u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u092a\u0930\u0924\u094b\u0902 \u0938\u0947 \u0916\u0941\u0926 \u0924\u0915 \u0915\u0928\u0947\u0915\u094d\u0936\u0928 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u091c\u092c\u0915\u093f \u091c\u0949\u0930\u094d\u0921\u0928 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902 \u0906\u0909\u091f\u092a\u0941\u091f \u092a\u0930\u0924 \u0938\u0947 \u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u092a\u0930\u0924 \u0924\u0915 \u0915\u0928\u0947\u0915\u094d\u0936\u0928 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<h2>\u0906\u0935\u0930\u094d\u0924\u0915 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e<\/h2>\n<p>RNN \u092e\u0947\u0902 \u0907\u0928\u092a\u0941\u091f, \u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u0914\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u092a\u0930\u0924\u0947\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964 \u091c\u094b \u091a\u0940\u091c\u093c \u0909\u0928\u094d\u0939\u0947\u0902 \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f \u092c\u0928\u093e\u0924\u0940 \u0939\u0948 \u0935\u0939 \u0939\u0948 \u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u092a\u0930\u0924 \u092e\u0947\u0902 \u0906\u0935\u0930\u094d\u0924\u0940 \u0915\u0928\u0947\u0915\u094d\u0936\u0928\u0964 \u0938\u0930\u0932\u0940\u0915\u0943\u0924 \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u094b \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0938\u092e\u091d\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n<ol>\n<li><strong>\u0907\u0928\u092a\u0941\u091f \u092a\u0930\u0924<\/strong>: \u0907\u0928\u092a\u0941\u091f \u0915\u093e \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948.<\/li>\n<li><strong>\u091b\u093f\u092a\u0940 \u092a\u0930\u0924<\/strong>: \u0907\u0928\u092a\u0941\u091f \u0914\u0930 \u092a\u093f\u091b\u0932\u0940 \u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u0914\u0930 \u090f\u0915 \u0928\u0908 \u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u0938\u094d\u0925\u093f\u0924\u093f \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0906\u0909\u091f\u092a\u0941\u091f \u092a\u0930\u0924<\/strong>: \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u0938\u094d\u0925\u093f\u0924\u093f \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0905\u0902\u0924\u093f\u092e \u0906\u0909\u091f\u092a\u0941\u091f \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ol>\n<p>\u091b\u093f\u092a\u0940 \u0939\u0941\u0908 \u092a\u0930\u0924\u094b\u0902 \u0915\u0947 \u092d\u0940\u0924\u0930 tanh, sigmoid, \u092f\u093e ReLU \u091c\u0948\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0938\u0915\u094d\u0930\u093f\u092f\u0923 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0932\u093e\u0917\u0942 \u0915\u093f\u090f \u091c\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<h2>\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \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>\u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ol>\n<li><strong>\u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923<\/strong>: \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0940\u092f \u0932\u0902\u092c\u093e\u0908 \u0915\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0964<\/li>\n<li><strong>\u092f\u093e\u0926<\/strong>: \u092a\u093f\u091b\u0932\u0947 \u0938\u092e\u092f \u091a\u0930\u0923\u094b\u0902 \u0915\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901<\/strong>\u0932\u0941\u092a\u094d\u0924 \u0939\u094b\u0928\u0947 \u0914\u0930 \u0935\u093f\u0938\u094d\u092b\u094b\u091f\u0915 \u0922\u093e\u0932 \u091c\u0948\u0938\u0940 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932\u0924\u093e\u0964<\/li>\n<li><strong>FLEXIBILITY<\/strong>\u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u092f\u094b\u091c\u094d\u092f\u0924\u093e\u0964<\/li>\n<\/ol>\n<h2>\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<p>\u0906\u0930\u090f\u0928\u090f\u0928 \u0915\u0947 \u0915\u0908 \u092a\u094d\u0930\u0915\u093e\u0930 \u092e\u094c\u091c\u0942\u0926 \u0939\u0948\u0902, \u091c\u093f\u0928\u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/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>\u0935\u0947\u0928\u093f\u0932\u093e \u0906\u0930\u090f\u0928\u090f\u0928<\/td>\n<td>\u092e\u0942\u0932 \u0938\u0902\u0930\u091a\u0928\u093e, \u0932\u0941\u092a\u094d\u0924 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0938\u0947 \u0917\u094d\u0930\u0938\u094d\u0924 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td>\u090f\u0932\u090f\u0938\u091f\u0940\u090f\u092e (\u0926\u0940\u0930\u094d\u0918 \u0905\u0932\u094d\u092a\u0915\u093e\u0932\u093f\u0915 \u0938\u094d\u092e\u0943\u0924\u093f)<\/td>\n<td>\u0935\u093f\u0936\u0947\u0937 \u0917\u0947\u091f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0932\u0941\u092a\u094d\u0924 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u093e \u0938\u092e\u093e\u0927\u093e\u0928<\/td>\n<\/tr>\n<tr>\n<td>\u091c\u0940\u0906\u0930\u092f\u0942 (\u0917\u0947\u091f\u0947\u0921 \u0906\u0935\u0930\u094d\u0924\u0940 \u0907\u0915\u093e\u0908)<\/td>\n<td>\u090f\u0932\u090f\u0938\u091f\u0940\u090f\u092e \u0915\u093e \u0938\u0930\u0932\u0940\u0915\u0943\u0924 \u0938\u0902\u0938\u094d\u0915\u0930\u0923<\/td>\n<\/tr>\n<tr>\n<td>\u0926\u094d\u0935\u093f\u0926\u093f\u0936\u0940\u092f RNN<\/td>\n<td>\u0926\u094b\u0928\u094b\u0902 \u0926\u093f\u0936\u093e\u0913\u0902 \u0938\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \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\u0902 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<p>RNN \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n<ul>\n<li><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>: \u092d\u093e\u0935\u0928\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923, \u0905\u0928\u0941\u0935\u093e\u0926\u0964<\/li>\n<li><strong>\u0935\u093e\u0915\u094d \u092a\u0939\u091a\u093e\u0928<\/strong>\u092c\u094b\u0932\u0940 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0940 \u092d\u093e\u0937\u093e \u0915\u093e \u0932\u093f\u092a\u094d\u092f\u0902\u0924\u0930\u0923\u0964<\/li>\n<li><strong>\u0938\u092e\u092f \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940<\/strong>\u0938\u094d\u091f\u0949\u0915 \u092e\u0942\u0932\u094d\u092f \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928.<\/li>\n<\/ul>\n<h3>\u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928:<\/h3>\n<ul>\n<li><strong>\u0932\u0941\u092a\u094d\u0924 \u0939\u094b\u0924\u0940 \u0922\u093e\u0932\u0947\u0902<\/strong>: LSTMs \u092f\u093e GRUs \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0939\u0932 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/li>\n<li><strong>\u0935\u093f\u0938\u094d\u092b\u094b\u091f\u0915 \u0922\u093e\u0932<\/strong>\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u094b \u0915\u094d\u0932\u093f\u092a \u0915\u0930\u0928\u0947 \u0938\u0947 \u0907\u0938\u0947 \u0915\u092e \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n<h2>\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0928 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u094d\u092f \u0924\u0941\u0932\u0928\u093e\u090f\u0901<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0935\u093f\u0936\u0947\u0937\u0924\u093e<\/th>\n<th>\u0906\u0930\u090f\u0928\u090f\u0928<\/th>\n<th>\u0938\u0940\u090f\u0928\u090f\u0928 (\u0915\u0928\u094d\u0935\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915)<\/th>\n<th>\u092b\u0940\u0921\u092b\u0949\u0930\u0935\u0930\u094d\u0921 \u090f\u0928\u090f\u0928<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092a\u094d\u0930\u092c\u0902\u0927\u0928<\/td>\n<td>\u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f<\/td>\n<td>\u0917\u0930\u0940\u092c<\/td>\n<td>\u0917\u0930\u0940\u092c<\/td>\n<\/tr>\n<tr>\n<td>\u0938\u094d\u0925\u093e\u0928\u093f\u0915 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e<\/td>\n<td>\u0917\u0930\u0940\u092c<\/td>\n<td>\u0909\u0924\u094d\u0915\u0943\u0937\u094d\u091f<\/td>\n<td>\u0905\u091a\u094d\u091b\u093e<\/td>\n<\/tr>\n<tr>\n<td>\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0920\u093f\u0928\u093e\u0908<\/td>\n<td>\u092e\u0927\u094d\u092f\u092e \u0938\u0947 \u0915\u0920\u093f\u0928<\/td>\n<td>\u092e\u0927\u094d\u092f\u092e<\/td>\n<td>\u0906\u0938\u093e\u0928<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \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\u0902<\/h2>\n<p>\u0906\u0930\u090f\u0928\u090f\u0928 \u0932\u0917\u093e\u0924\u093e\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u092e\u0947\u0902 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0926\u0915\u094d\u0937\u0924\u093e \u092c\u0922\u093c\u093e\u0928\u0947, \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0938\u092e\u092f \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0914\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u092c\u0928\u093e\u0928\u0947 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964 \u0915\u094d\u0935\u093e\u0902\u091f\u092e \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0914\u0930 \u0905\u0928\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u0906\u0930\u090f\u0928\u090f\u0928 \u0915\u093e \u090f\u0915\u0940\u0915\u0930\u0923 \u092d\u0940 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u0930\u094b\u092e\u093e\u0902\u091a\u0915 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u090f\u0902 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u0909\u0928\u094d\u0939\u0947\u0902 \u0930\u0940\u0915\u0930\u0902\u091f \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0948\u0938\u0947 \u091c\u094b\u0921\u093c\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n<p>OneProxy \u091c\u0948\u0938\u0947 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 RNN \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0915 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0916\u093e\u0938 \u0924\u094c\u0930 \u092a\u0930 \u0921\u0947\u091f\u093e \u0938\u0902\u0917\u094d\u0930\u0939 \u0915\u0947 \u0932\u093f\u090f \u0935\u0947\u092c \u0938\u094d\u0915\u094d\u0930\u0948\u092a\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902\u0964 \u0905\u0928\u093e\u092e \u0914\u0930 \u0935\u093f\u0924\u0930\u093f\u0924 \u0921\u0947\u091f\u093e \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0915\u0947, \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 RNN \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0935\u0936\u094d\u092f\u0915 \u0935\u093f\u0935\u093f\u0927 \u0914\u0930 \u0935\u094d\u092f\u093e\u092a\u0915 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0905\u0927\u093f\u0917\u094d\u0930\u0939\u0923 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.tensorflow.org\/guide\/keras\/rnn\" target=\"_new\" rel=\"noopener nofollow\">TensorFlow \u092e\u0947\u0902 \u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915<\/a><\/li>\n<li><a href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/\" target=\"_new\" rel=\"noopener nofollow\">\u090f\u0932\u090f\u0938\u091f\u0940\u090f\u092e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u094b \u0938\u092e\u091d\u0928\u093e<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/in\/\" target=\"_new\" rel=\"noopener\">\u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0921\u0947\u091f\u093e \u0938\u0902\u0917\u094d\u0930\u0939 \u0915\u0947 \u0932\u093f\u090f OneProxy \u0938\u0947\u0935\u093e\u090f\u0901<\/a><\/li>\n<\/ul>\n<p>(\u0928\u094b\u091f: \u0910\u0938\u093e \u0932\u0917\u0924\u093e \u0939\u0948 \u0915\u093f &quot;\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u091f\u0938\u094d\u0925 \u0928\u0947\u091f\u0935\u0930\u094d\u0915&quot; \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092e\u0947\u0902 \u090f\u0915 \u091f\u093e\u0907\u092a\u094b \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948, \u0914\u0930 \u0932\u0947\u0916 &quot;\u092a\u0941\u0928\u0930\u093e\u0935\u0930\u094d\u0924\u0940 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915&quot; \u0915\u094b \u0927\u094d\u092f\u093e\u0928 \u092e\u0947\u0902 \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u0932\u093f\u0916\u093e \u0917\u092f\u093e \u0925\u093e\u0964)<\/p>","protected":false},"featured_media":478657,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478656","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Recurrent Neural Networks (RNNs): An In-Depth Overview<\/mark>","faq_items":[{"question":"What is a Recurrent Neural Network (RNN)?","answer":"<p>A Recurrent Neural Network (RNN) is a type of artificial neural network designed to recognize patterns in sequences of data, such as text, speech, or time series data. Unlike traditional feedforward neural networks, RNNs have connections that loop back on themselves, providing a form of memory, which allows them to process variable-length sequences of inputs.<\/p>"},{"question":"When were Recurrent Neural Networks first introduced?","answer":"<p>Recurrent Neural Networks were first introduced in the 1980s by researchers like David Rumelhart, Geoffrey Hinton, and Ronald Williams. They proposed simple models for neural networks with looped connections, enabling a memory mechanism.<\/p>"},{"question":"How does the internal structure of a Recurrent Neural Network work?","answer":"<p>The internal structure of an RNN consists of input, hidden, and output layers. The hidden layer has recurrent connections that process the inputs and previous hidden state, creating a new hidden state. The output layer generates the final output based on the current hidden state. Various activation functions can be applied within the hidden layers.<\/p>"},{"question":"What are some key features of Recurrent Neural Networks?","answer":"<p>Key features of RNNs include their ability to process sequences of variable length, store information from previous time steps (memory), and adapt to various tasks like natural language processing and speech recognition. They also have training challenges such as susceptibility to vanishing and exploding gradients.<\/p>"},{"question":"What are the different types of Recurrent Neural Networks?","answer":"<p>Different types of RNNs include Vanilla RNN, LSTM (Long Short-Term Memory), GRU (Gated Recurrent Unit), and Bidirectional RNN. LSTMs and GRUs are designed to address the vanishing gradient problem, while Bidirectional RNNs process sequences from both directions.<\/p>"},{"question":"How can proxy servers like OneProxy be used with Recurrent Neural Networks?","answer":"<p>Proxy servers like OneProxy can be used in training RNNs for tasks like web scraping for data collection. By enabling anonymous and distributed data access, proxy servers facilitate the acquisition of diverse datasets necessary for training RNN models, enhancing their performance and capabilities.<\/p>"},{"question":"What are the future perspectives and technologies related to Recurrent Neural Networks?","answer":"<p>The future of RNNs is focused on enhancing efficiency, reducing training times, and developing architectures suitable for real-time applications. Research in areas like quantum computing and integration with other neural networks presents exciting possibilities for further advancements in the field.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/478656","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\/478656\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/478657"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=478656"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}