{"id":310,"date":"2022-03-31T11:02:43","date_gmt":"2022-03-31T11:02:43","guid":{"rendered":"https:\/\/www.embibe.com\/in-mr\/?post_type=ai&p=310"},"modified":"2023-12-15T06:25:13","modified_gmt":"2023-12-15T06:25:13","slug":"%e0%a4%a8%e0%a5%89%e0%a4%b2%e0%a5%87%e0%a4%9c-%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a4%be%e0%a4%ab-%e0%a4%a8%e0%a5%8b%e0%a4%a1%e0%a5%8d%e0%a4%b8%e0%a4%9a%e0%a4%be-%e0%a4%b8%e0%a5%8d%e0%a4%b5%e0%a4%af","status":"publish","type":"ai","link":"https:\/\/www.embibe.com\/in-mr\/artificial-intelligence-ai-in-education\/%e0%a4%a8%e0%a5%89%e0%a4%b2%e0%a5%87%e0%a4%9c-%e0%a4%97%e0%a5%8d%e0%a4%b0%e0%a4%be%e0%a4%ab-%e0%a4%a8%e0%a5%8b%e0%a4%a1%e0%a5%8d%e0%a4%b8%e0%a4%9a%e0%a4%be-%e0%a4%b8%e0%a5%8d%e0%a4%b5%e0%a4%af\/","title":{"rendered":"\u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0928\u094b\u0921\u094d\u0938\u091a\u093e \u0938\u094d\u0935\u092f\u0902\u091a\u0932\u093f\u0924 \u0936\u094b\u0927"},"content":{"rendered":"\n

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\u0936\u094b\u0927 \u092f\u093e\u091a\u0940 \u092a\u0930\u093f\u092d\u093e\u0937\u093e \u0938\u094d\u0935\u092d\u093e\u0935\u0924: \u092a\u0930\u093f\u092a\u0942\u0930\u094d\u0923 \u0906\u0939\u0947 \u092e\u094d\u0939\u0923\u091c\u0947\u091a \u0938\u0930\u094d\u0935 \u0938\u0902\u0915\u0932\u094d\u092a\u0928\u093e \u0936\u094b\u0927\u0932\u094d\u092f\u093e \u0917\u0947\u0932\u094d\u092f\u093e \u092a\u093e\u0939\u093f\u091c\u0947\u0924, \u091c\u094d\u092f\u093e \u0927\u0921\u094d\u092f\u093e\u091a\u094d\u092f\u093e \u0938\u0902\u0915\u0932\u094d\u092a\u0928\u093e \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093e\u091a\u093e \u090f\u0915 \u092d\u093e\u0917 \u0906\u0939\u0947\u0924, \u091c\u094d\u092f\u093e \u0924\u094d\u092f\u093e\u0902\u091a\u094d\u092f\u093e \u090f\u0915\u0924\u094d\u0930\u093f\u0924 \u0905\u0938\u0923\u094d\u092f\u093e\u091a\u0947 \u0906\u0923\u093f \u0938\u092e\u0930\u094d\u092a\u0915\u0924\u0947\u091a\u0947 \u0927\u0921\u094d\u092f\u093e\u091a\u094d\u092f\u093e \u0938\u0902\u0926\u0930\u094d\u092d\u093e\u0924 \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0924\u093e\u0924. \u0924\u0947 \u092e\u0939\u0924\u094d\u0924\u094d\u0935\u093e\u091a\u0947 \u0935\u093e\u0915\u094d\u092f\u093e\u0902\u0936 \u0936\u094b\u0927\u0923\u094d\u092f\u093e\u092a\u0947\u0915\u094d\u0937\u093e \u0935\u0947\u0917\u0933\u0947 \u0906\u0939\u0947 \u0915\u093e\u0930\u0923 \u0924\u0947 \u0932\u0947\u0916 \u0935\u0930\u094d\u0923\u0928 \u0915\u0930\u0923\u093e\u0931\u094d\u092f\u093e \u091f\u0949\u092a-\u090f\u0928 \u0915\u093f\u0935\u0930\u094d\u0921 \u0935\u0930 \u0932\u0915\u094d\u0937 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u0947 \u0938\u092e\u0930\u094d\u092a\u0915\u0924\u0947\u091a\u094d\u092f\u093e \u0905\u0930\u094d\u0925\u092a\u0942\u0930\u094d\u0923 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093e\u0935\u0930 \u0915\u0930\u0947\u0932\u091a \u0905\u0938\u0947 \u0928\u093e\u0939\u0940. \u092f\u093e\u0936\u093f\u0935\u093e\u092f \u0939\u0947 \u0928\u093e\u092e\u094b\u0932\u094d\u0932\u0947\u0916\u093f\u0924 \u0917\u094b\u0937\u094d\u091f \u092f\u093e\u092a\u0947\u0915\u094d\u0937\u093e \u0938\u0941\u0926\u094d\u0927\u093e \u0935\u0947\u0917\u0933\u0947 \u0906\u0939\u0947 \u0915\u093e\u0930\u0923 \u0924\u0947 \u0932\u0915\u094d\u0937 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u0947 asha \u0917\u094b\u0937\u094d\u091f\u0940 \u0936\u094b\u0927\u0923\u094d\u092f\u093e\u0938 \u091c\u094d\u092f\u093e \u092a\u0942\u0930\u094d\u0935 \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0917\u091f\u093e\u0902\u0928\u093e \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0905\u0938\u0924\u093e\u0924 (\u0909\u0926\u093e.: \u0920\u093f\u0915\u093e\u0923, \u0935\u094d\u092f\u0915\u094d\u0924\u093f, ORG) \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0924\u0903 \u0932\u0939\u093e\u0928 \u092e\u091c\u0915\u0941\u0930\u093e\u092e\u0927\u0942\u0928 \u091c\u0938\u0947 \u0915\u0940 \u0905\u0936\u0940 \u0935\u093e\u0915\u094d\u092f\u0947 \u091c\u0940 \u0938\u093f\u092e\u0945\u0902\u091f\u093f\u0915 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093e\u0928\u0947 \u0924\u092f\u093e\u0930 \u091d\u093e\u0932\u0947\u0932\u0940 \u0928\u093e\u0939\u0940\u0924 \u091c\u0947 \u0906\u092a\u0932\u094d\u092f\u093e \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f, \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0938\u0902\u0915\u0932\u094d\u092a\u0928\u093e \u0936\u094b\u0927\u0923\u094d\u092f\u093e\u091a\u094d\u092f\u093e \u0927\u094d\u092f\u0947\u092f\u093e\u091a\u094d\u092f\u093e \u0935\u093f\u0930\u0941\u0926\u094d\u0927 \u0906\u0939\u0947. \u0906\u092e\u094d\u0939\u0940 \u0913\u0902\u091f\u0949\u0932\u0949\u091c\u0940 \u0906\u0927\u093e\u0930\u093f\u0924 \u0938\u0902\u0915\u0932\u094d\u092a\u0928\u093e \u0936\u094b\u0927\u0923\u094d\u092f\u093e\u0938\u093e\u0920\u0940 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0928 \u092a\u0941\u0930\u0935\u0924\u094b \u091c\u094b \u0905\u0936\u093e \u0915\u093e\u0930\u094d\u092f \u0938\u0942\u0924\u094d\u0930\u0940\u0915\u0930\u0923\u093e\u0928\u0947 \u0936\u093e\u0938\u094d\u0924\u094d\u0930\u0940\u092f \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0906\u0923\u093f \u0921\u093f\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0906\u0927\u093e\u0930\u093f\u0924 \u0938\u0941\u092a\u0930\u0935\u094d\u0939\u093e\u0908\u091c\u094d\u0921\/\u0905\u0928\u0938\u0941\u092a\u0930\u0935\u094d\u0939\u093e\u0908\u091c\u094d\u0921 \u0924\u0902\u0924\u094d\u0930\u0947 \u092f\u093e\u0902\u0928\u0940 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0906\u0939\u0947.      <\/p>\n\n\n\n

\u0938\u0902\u0936\u094b\u0927\u0928 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0928:<\/strong> <\/strong><\/p>\n\n\n\n

\u0906\u092e\u091a\u0947 \u092a\u094d\u0930\u092f\u094b\u0917 \u0938\u094d\u091f\u0947\u091f \u0911\u092b \u0906\u0930\u094d\u091f \u0921\u093f\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0924\u0902\u0924\u094d\u0930\u093e\u0928\u093e ADPE \u092e\u093e\u0939\u093f\u0924\u0940 \u0938\u0902\u091a\u093e\u0935\u0930\u0940\u0932 \u0915\u093e\u092e\u0917\u093f\u0930\u0940 \u0938\u0941\u0927\u093e\u0930\u0923\u094d\u092f\u093e\u0938 \u092e\u0926\u0924 \u0915\u0930\u0924\u093e\u0924, \u091c\u0938\u0947 \u0915\u0940 BERT (\u092c\u093e\u092f\u0921\u093e\u092f\u0930\u0947\u0915\u094d\u0936\u0928\u0932 \u090f\u0928\u0915\u094b\u0921\u0930 \u0930\u093f\u092a\u094d\u0930\u0947\u091d\u0947\u0928\u094d\u091f\u0947\u0936\u0928 \u092b\u094d\u0930\u0949\u092e \u091f\u094d\u0930\u093e\u0928\u094d\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938), LTSM(\u0932\u0949\u0902\u0917 \u0936\u0949\u0930\u094d\u091f-\u091f\u0930\u094d\u092e \u092e\u0947\u092e\u0930\u0940), CNNs (\u0915\u0949\u0928\u0935\u094d\u0939\u094b\u0932\u094d\u092f\u0941\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915) \u0926\u094b\u0928 \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915 \u0938\u0942\u0924\u094d\u0930\u0940\u0915\u0930\u0923\u093e\u092e\u0927\u094d\u092f\u0947. \u092a\u0939\u093f\u0932\u0947 \u0906\u0939\u0947 \u0915\u094d\u0930\u092e \u091f\u0945\u0917 \u0915\u0930\u0923\u0947 \u0928\u093e\u0935 \u0926\u093f\u0932\u0947\u0932\u094d\u092f\u093e \u0917\u094b\u0937\u094d\u091f\u0940\u091a\u0940 \u0913\u0933\u0916 \u0915\u0930\u0923\u094d\u092f\u093e \u0915\u0930\u0940\u0924\u093e \u0906\u0923\u093f \u0926\u0941\u0938\u0930\u0947 \u0906\u0939\u0947 \u090f\u0928-\u0917\u094d\u0930\u093e\u092e \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0909\u092e\u0947\u0926\u0935\u093e\u0930\u093e\u0902\u091a\u0947 \u090f\u0928-\u0917\u094d\u0930\u093e\u092e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0930\u0923\u094d\u092f\u093e\u0938\u093e\u0920\u0940 \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940, \u0938\u093f\u092e\u0945\u0902\u091f\u093f\u0915, \u0928\u0945\u091a\u0930\u0932 \u0932\u0901\u0917\u094d\u0935\u0947\u091c \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917, \u092e\u091c\u0915\u0942\u0930 \u0935\u0948\u0936\u093f\u0937\u094d\u0920\u094d\u092f\u0947 \u0906\u0923\u093f \u0924\u094d\u092f\u093e\u0902\u0928\u093e \u0921\u093f\u092a \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0935\u093e\u092a\u0930\u0941\u0928 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0923\u0947. <\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u0906\u092e\u094d\u0939\u0940 BERT \u0905\u0928\u0915\u0947\u0938\u094d\u0921 \u092e\u0949\u0921\u0947\u0932 \u0932\u093e \u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u0935\u094d\u0939\u094b\u0915\u0945\u092c \u0938\u0939 \u092a\u0941\u0930\u0935\u0924\u094b \u0906\u0923\u093f \u0936\u093e\u0938\u094d\u0924\u094d\u0930\u0940\u092f \u091c\u0930\u094d\u0928\u0932 \u0906\u0923\u093f \u092a\u0941\u0938\u094d\u0924\u0915\u093e\u0924\u0940\u0932 \u0927\u0921\u094d\u092f\u093e\u0935\u0930 \u0905\u0927\u093f\u0915 \u0909\u0924\u094d\u0924\u092e \u0915\u0930\u0924\u094b. \u0924\u094d\u092f\u093e\u0928\u0902\u0924\u0930, \u0938\u0930\u094d\u0935 \u090f\u0928\u0915\u094b\u0921\u0930 \u0932\u0947\u092f\u0930 \u092e\u093e\u0902\u0921\u0923\u0940 \u0915\u0902\u0938\u091f\u094d\u0930\u0947\u0902\u0921-\u091f\u094d\u0930\u093e\u0902\u091d\u093f\u0936\u0928 (\u092c\u093e\u092f\u094b \u090f\u0928\u0915\u094b\u0921\u093f\u0902\u0917) CRF (\u0915\u0902\u0921\u093f\u0936\u0928\u0932 \u0930\u0945\u0928\u0921\u092e \u092b\u0940\u0932\u094d\u0921) \u0915\u094d\u0930\u092e\u0935\u093e\u0930\u0940 \u091f\u0945\u0917\u0930 \u0932\u093e \u0907\u0928\u092a\u0941\u091f \u0915\u0947\u0932\u0947\u0932\u094d\u092f\u093e \u092e\u091c\u0915\u0941\u0930\u093e\u092e\u0927\u0942\u0928 \u0938\u0902\u0915\u0932\u094d\u092a\u0928\u093e \u0936\u094b\u0927\u0923\u094d\u092f\u093e\u0938\u093e\u0920\u0940.<\/p>\n\n\n\n

CRF \u0915\u093e (\u0915\u0902\u0921\u093f\u0936\u0928\u0932 \u0930\u0945\u0928\u0921\u092e \u092b\u0940\u0932\u094d\u0921):<\/strong><\/p>\n\n\n\n

    \n
  • CRF \u092e\u0930\u094d\u092f\u093e\u0926\u093e \u092f\u093e\u091a\u0940 \u0916\u093e\u0924\u094d\u0930\u0940 \u0915\u0930\u0924\u093e\u0924 \u0915\u0940 \u0915\u0947\u0935\u0933 \u0935\u0948\u0927 \u092e\u0932\u094d\u091f\u0940\u0917\u094d\u0930\u093e\u092e \u0915\u094d\u0930\u092e\u0935\u093e\u0930\u0940 \u0932\u0947\u092c\u0932 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0947\u0932\u0940 \u091c\u093e\u0924\u0940\u0932 \u091c\u0938\u0947 \u0932\u0947\u092c\u0932 \u090f\u0928\u0915\u094b\u0921\u093f\u0902\u0917 \u0926\u094d\u0935\u093e\u0930\u0947 \u092e\u093f\u0933\u0935\u093f\u0932\u0947 \u0906\u0939\u0947 \u2013 (\u0909\u0926\u093e: BIO \u090f\u0928\u0915\u094b\u0921\u093f\u0902\u0917 \u092f\u093e\u091a\u0940 \u0916\u093e\u0924\u094d\u0930\u0940 \u0926\u0947\u0924\u0947 \u0915\u0940 \u092c\u093e\u092c\u0940\u0902\u091a\u0947 \u0915\u094d\u0930\u092e\u0935\u093e\u0930\u0940\u0924\u0940\u0932 \u0935\u093f\u092d\u093e\u091c\u0928 \u0939\u094b\u0908\u0932 \u092a\u0930\u0902\u0924\u0941 \u0915\u093e\u0939\u0940 \u0935\u094d\u092f\u093e\u0915\u0930\u0923 \u0928\u093f\u092f\u092e \u0905\u0938\u0924\u093e\u0924 \u091c\u0947 \u092a\u0942\u0930\u094d\u0923 \u0915\u0947\u0932\u0947 \u0917\u0947\u0932\u0947 \u092a\u093e\u0939\u093f\u091c\u0947\u0924)<\/li>\n\n\n\n
  • CRF sequential log likelihood is used as loss which better optimizes network\u2019s (if left unfrozen) output logits than a ordinary linear layer as can be confirmed by comparing the output of a ordinary linear layer with CRF fine tuned linear layer<\/li>\n\n\n\n
  • CRF \u0915\u094d\u0930\u092e\u0935\u093e\u0930\u0940 \u0932\u0949\u0917 \u0936\u0915\u094d\u092f\u0924\u093e \u0939\u0940 \u0924\u094b\u091f\u093e \u092e\u094d\u0939\u0923\u0942\u0928 \u0935\u093e\u092a\u0930\u0932\u0940 \u091c\u093e\u0924\u0947 \u091c\u0940 \u0928\u0947\u091f\u0935\u0930\u094d\u0915\u091a\u093e (\u0905\u0928\u092b\u094d\u0930\u094b\u091d\u0928 \u0938\u094b\u0921\u0932\u094d\u092f\u093e\u0938) \u0906\u090a\u091f\u092a\u0942\u091f \u0932\u094b\u0917\u0940\u091f \u0909\u0924\u094d\u0924\u092e \u092a\u094d\u0930\u0915\u093e\u0930\u0947 \u0911\u092a\u094d\u091f\u093f\u092e\u093e\u0907\u091d \u0915\u0930\u0924\u0947 \u090f\u0915 \u0938\u093e\u0927\u093e\u0930\u0923 \u0930\u0947\u0937\u0940\u092f \u0932\u0947\u092f\u0930 \u092a\u0947\u0915\u094d\u0937\u093e \u091c\u0947 \u0938\u093e\u0927\u093e\u0930\u0923 \u0930\u0947\u0937\u0940\u092f \u0932\u094b\u0917\u0940\u091f \u091a\u094d\u092f\u093e \u0906\u090a\u091f\u092a\u0942\u091f \u091a\u0940 CRF \u092b\u093e\u0908\u0928 \u091f\u094d\u092f\u0942\u0928 \u0930\u0947\u0937\u0940\u092f \u0932\u0947\u092f\u0930 \u0938\u094b\u092c\u0924 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0942\u0928 \u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0947\u0932\u0947 \u091c\u093e\u090a \u0936\u0915\u0924\u0947.<\/li>\n<\/ul>\n\n\n\n

    \u0938\u093e\u0930\u093e\u0902\u0936:<\/strong><\/p>\n\n\n\n

    \u091c\u094d\u091e\u093e\u0928 \u0906\u0932\u0947\u0916 \u0939\u093e Embibe \u091a\u094d\u092f\u093e \u0938\u0930\u094d\u0935 \u0909\u0924\u094d\u092a\u093e\u0926\u0928\u093e\u0902\u091a\u093e \u0915\u0923\u093e \u0906\u0939\u0947. \u0924\u094d\u092f\u093e\u092e\u0941\u0933\u0947 \u091c\u094d\u091e\u093e\u0928 \u0906\u0932\u0947\u0916 \u092a\u0942\u0930\u094d\u0923 \u0915\u0930\u0923\u0947 \u0939\u0947 \u0906\u092e\u091a\u0947 \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915 \u0915\u093e\u0930\u094d\u092f \u0906\u0939\u0947. \u092f\u093e \u0915\u093e\u092e\u093e\u092e\u0941\u0933\u0947 \u0906\u092e\u094d\u0939\u093e\u0932\u093e \u091c\u094d\u091e\u093e\u0928 \u0906\u0932\u0947\u0916 \u0930\u093e\u0916\u0923\u094d\u092f\u093e\u0938\u093e\u0920\u0940 \u0906\u0923\u093f \u0905\u0924\u093f\u0936\u092f \u0915\u092e\u0940 \u092e\u093e\u0928\u0935\u0940 \u0939\u0938\u094d\u0924\u0915\u094d\u0937\u0947\u092a\u093e\u0928\u0947 \u0935\u0947\u0917\u093e\u0928\u0947 \u0935\u093e\u0922\u0935\u093f\u0923\u094d\u092f\u093e\u092e\u0927\u094d\u092f\u0947 \u092e\u0926\u0924 \u091d\u093e\u0932\u0940 \u0906\u0939\u0947. <\/p>\n\n\n\n

    \u092f\u093e \u0938\u0930\u093e\u0935\u093e\u092e\u0927\u094d\u092f\u0947 \u092e\u0949\u0921\u0947\u0932 \u0932\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0947\u0932\u0947 \u0917\u0947\u0932\u0947 BERT \u0935\u093e\u092a\u0930\u0941\u0928 \u0906\u0923\u093f \u092e\u093e\u0939\u093f\u0924\u0940\u0935\u0930 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e, \u092e\u0949\u0921\u0947\u0932\u093f\u0902\u0917 \u0906\u0923\u093f \u092a\u094d\u0930\u092e\u093e\u0923\u0940\u0915\u0930\u0923 \u0915\u0930\u0923\u094d\u092f\u093e\u0938\u093e\u0920\u0940 \u0907\u0924\u0930 \u0924\u0902\u0924\u094d\u0930\u0947 \u0935\u093e\u092a\u0930\u0932\u0940 \u0917\u0947\u0932\u0940 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915\u0926\u0943\u0937\u094d\u091f\u094d\u200d\u092f\u093e \u0921\u093f\u092b\u094d\u0930\u0902\u0936\u0940\u090f\u091f\u0947\u0921 \u092b\u094d\u0930\u0947\u091c \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0945\u0915\u094d\u091f\u0930 \u0935\u093e\u092a\u0930\u0932\u093e \u091c\u093e\u0924 \u0906\u0939\u0947 \u092e\u0942\u0933 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u092e\u091c\u0915\u0942\u0930\u093e\u092e\u0927\u0942\u0928 \u092e\u0939\u0924\u094d\u0924\u094d\u0935\u093e\u091a\u0947 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0936\u092c\u094d\u0926 \u0905\u0927\u094b\u0930\u0947\u0916\u093f\u0924 \u0915\u0930\u0923\u094d\u092f\u093e\u0938\u093e\u0920\u0940 \u0906\u0923\u093f \u0905\u0936\u093e\u092a\u094d\u0930\u0915\u093e\u0930\u0947, \u0906\u092a\u0932\u094d\u092f\u093e\u0915\u0921\u0947 \u0935\u093f\u0935\u093f\u0927 \u0938\u094d\u0924\u094d\u0930\u094b\u0924\u093e \u0926\u094d\u0935\u093e\u0930\u0947 \u0926\u093f\u0932\u0947\u0932\u094d\u092f\u093e \u092e\u091c\u0915\u0942\u0930 \u0930\u0942\u092a\u0940 \u092e\u0939\u093f\u0924\u0940\u092e\u0927\u0942\u0928 \u0938\u0902\u0915\u0932\u094d\u092a\u0928\u093e \u0936\u094b\u0927\u0923\u094d\u092f\u093e\u091a\u0940 \u0938\u094d\u0935\u092f\u0902\u091a\u0932\u093f\u0924 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0906\u0939\u0947 <\/p>\n\n\n\n

    \u0938\u0902\u0926\u0930\u094d\u092d:<\/strong><\/p>\n\n\n\n

    [1] \u0921\u0947\u0935\u094d\u0939\u0932\u0932 \u091c\u0947\u0915\u092c, \u092e\u093f\u0902\u0917-\u0935\u0947\u0908 \u091a\u093e\u0902\u0917, \u0915\u0947\u0902\u091f\u0928 \u0932\u0940, \u0906\u0923\u093f \u0915\u094d\u0930\u093f\u0938\u094d\u091f\u0940\u0928\u093e \u0924\u0924\u0928\u094b\u0935\u094d\u0939\u093e. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018).<\/p>\n\n\n\n

    [2] \u091d\u093f\u0939\u0902\u0917 \u0939\u0941\u0906\u0902\u0917, \u0935\u0947\u0908 \u0915\u094d\u091d\u0942, \u0915\u093e\u0908 \u092f\u0942. Bidirectional LSTM-CRF Models for Sequence Tagging. arXiv preprint arXiv:1508.01991 (2015)<\/p>\n\n\n\n

    [3] \u0935\u093f\u0932\u093f\u092f\u092e \u0915\u094b\u0928\u093e\u0930 \u0906\u0923\u093f \u091c\u0949\u0928 \u091f\u094d\u0930\u094d\u0930\u0947\u0928\u0915. N-Gram-Based Text Categorization. In Proceedings of SDAIR-94, 3rd Annual Symposium on Document Analysis and Information Retrieval (Las Vegas, US, 1994), pp. 161\u2013175.<\/p>\n","protected":false},"featured_media":0,"template":"","yoast_head":"\n\u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0928\u094b\u0921\u094d\u0938\u091a\u093e \u0938\u094d\u0935\u092f\u0902\u091a\u0932\u093f\u0924 \u0936\u094b\u0927 - EMBIBE - The most powerful AI-powered learning platform<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.embibe.com\/in-mr\/artificial-intelligence-ai-in-education\/\u0928\u0949\u0932\u0947\u091c-\u0917\u094d\u0930\u093e\u092b-\u0928\u094b\u0921\u094d\u0938\u091a\u093e-\u0938\u094d\u0935\u092f\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0928\u094b\u0921\u094d\u0938\u091a\u093e \u0938\u094d\u0935\u092f\u0902\u091a\u0932\u093f\u0924 \u0936\u094b\u0927 - 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