{"id":68,"date":"2021-12-13T10:02:06","date_gmt":"2021-12-13T10:02:06","guid":{"rendered":"https:\/\/stage.embibe.com\/in-hi\/?post_type=ai&p=68"},"modified":"2022-06-07T02:39:00","modified_gmt":"2022-06-07T02:39:00","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%95%e0%a5%80-%e0%a4%b8%e0%a5%8d%e0%a4%b5%e0%a4%9a","status":"publish","type":"ai","link":"https:\/\/www.embibe.com\/in-hi\/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%95%e0%a5%80-%e0%a4%b8%e0%a5%8d%e0%a4%b5%e0%a4%9a\/","title":{"rendered":"\u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0928\u094b\u0921\u094d\u0938 \u0915\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0916\u094b\u091c"},"content":{"rendered":"\n

\u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0928\u094b\u0921\u094d\u0938 \u0915\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0916\u094b\u091c<\/h2>\n\n\n\n

\u092a\u0930\u093f\u091a\u092f:<\/strong><\/h3>\n\n\n\n

Embibe \u0915\u093e \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u090f\u0915 \u0915\u0930\u093f\u0915\u0941\u0932\u092e-\u0905\u0917\u094d\u0928\u0949\u0938\u094d\u091f\u093f\u0915 \u092c\u0939\u0941-\u0906\u092f\u093e\u092e\u0940 \u0917\u094d\u0930\u093e\u092b \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 75,000 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0928\u094b\u0921\u094d\u0938 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0928\u094b\u0921, \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u091c\u094d\u091e\u093e\u0928 \u0915\u0940 \u090f\u0915 \u0905\u0932\u0917 \u0907\u0915\u093e\u0908 \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0924\u093e \u0939\u0948 \u091c\u093f\u0938\u0947 \u0915\u093e\u0902\u0938\u0947\u092a\u094d\u091f \u092d\u0940 \u0915\u0939\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0914\u0930 \u0928\u094b\u0921\u094d\u0938 \u0915\u0947 \u092c\u0940\u091a \u0932\u093e\u0916\u094b\u0902 \u0924\u0930\u0939 \u0915\u0947 \u0905\u0902\u0924\u0930\u0938\u0902\u092c\u0902\u0927 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u0926\u093f\u0916\u093e\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0915\u093e\u0902\u0938\u0947\u092a\u094d\u091f \u0938\u094d\u0935\u0924\u0902\u0924\u094d\u0930 \u0928 \u0939\u094b\u0915\u0930 \u0915\u093f\u0938\u0940 \u0928 \u0915\u093f\u0938\u0940 \u0915\u093e\u0902\u0938\u0947\u092a\u094d\u091f \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n

Embibe \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0905\u092a\u0928\u0940 \u092a\u093e\u0920\u094d\u092f \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u0930 \u0930\u0939\u093e \u0939\u0948, \u0935\u0948\u0938\u0947-\u0935\u0948\u0938\u0947 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b\u093c \u092d\u0940 \u0932\u0917\u093e\u0924\u093e\u0930 \u0935\u093f\u0915\u0938\u093f\u0924 \u0939\u094b \u0930\u0939\u093e \u0939\u0948\u0964 \u0907\u0938 \u0917\u094d\u0930\u093e\u092b \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u094b\u0902 \u0915\u0947 \u091c\u094d\u091e\u093e\u0928 \u0935 \u0905\u0928\u0941\u092d\u0935 \u0915\u0947 \u0938\u093e\u0925, \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u0911\u091f\u094b\u092e\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0902\u0915\u093f, Embibe \u0915\u0947 \u0926\u094d\u0935\u093e\u0930\u093e \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092e\u0947\u0902 \u0932\u0917\u093e\u0924\u093e\u0930 \u0928\u093f\u0935\u0947\u0936 \u0915\u093f\u092f\u093e \u091c\u093e \u0930\u0939\u093e \u0939\u0948, \u0924\u093e\u0915\u093f \u0917\u094d\u0930\u093e\u092b \u0905\u092a\u0928\u0947 \u0906\u092a \u0928\u090f \u0928\u094b\u0921\u094d\u0938 \u0916\u094b\u091c \u0938\u0915\u0947\u0964 \u0938\u093e\u0925 \u0939\u0940, \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u091c\u094d\u091e\u093e\u0928 \u0938\u0947 \u091c\u0941\u0921\u093c\u0947 \u0905\u0928\u094d\u092f \u0939\u093f\u0938\u094d\u0938\u094b\u0902 \u0915\u094b \u0907\u0938\u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0915\u0930 \u0917\u094d\u0930\u093e\u092b \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0947\u0964 \u092f\u0939, \u0905\u0915\u093e\u0926\u092e\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u092d\u0947\u0926\u093f\u0924 \u092b\u094d\u0930\u0947\u091c \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0947\u0915\u094d\u091f\u0930 (ADPE) \u0915\u0940 \u092e\u0926\u0926 \u0938\u0947 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u092e\u0947\u0902 \u0928\u090f \u0928\u094b\u0921\u094d\u0938 \u0916\u094b\u091c\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0915\u093e\u092e \u0915\u0947 \u0932\u093f\u090f \u0935\u0939 \u0932\u0947\u092c\u0932 \u0915\u093f\u090f \u0917\u090f \u0921\u0947\u091f\u093e \u0938\u0947\u091f \u0914\u0930 \u092c\u0940\u0908\u0906\u0930\u091f\u0940 (BERT) \u0906\u0927\u093e\u0930\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0924\u0930\u0939 \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0939\u092e\u0947\u0902 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u092a\u0926\u094b\u0902 \u0914\u0930 \u0909\u0928\u0915\u0940 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915\u0924\u093e \u0915\u0947 \u0938\u094d\u0924\u0930 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u092d\u0940 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n

\u0905\u0915\u093e\u0926\u092e\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u092d\u0947\u0926\u093f\u0924 \u092b\u094d\u0930\u0947\u091c \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0947\u0915\u094d\u091f\u0930:<\/strong><\/h3>\n\n\n\n

\u0905\u0915\u093e\u0926\u092e\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u092d\u0947\u0926\u093f\u0924 \u092b\u094d\u0930\u0947\u091c \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0947\u0915\u094d\u091f\u0930 (ADPE), \u092a\u0941\u0938\u094d\u0924\u0915 \u0915\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u0949\u0928\u094d\u0938\u0947\u092a\u094d\u091f \u0915\u094b \u0905\u092a\u0928\u0947 \u0906\u092a \u0939\u093e\u0908\u0932\u093e\u0907\u091f \u0915\u0930 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0920\u0940\u0915 \u0935\u0948\u0938\u0947 \u0939\u0940 \u091c\u0948\u0938\u0947 \u0915\u093f \u0915\u094b\u0908 \u0935\u093f\u0926\u094d\u092f\u093e\u0930\u094d\u0925\u0940, \u092a\u0941\u0938\u094d\u0924\u0915 \u092a\u0922\u093c\u0924\u0947 \u0938\u092e\u092f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u0949\u0928\u094d\u0938\u0947\u092a\u094d\u091f \u0915\u094b \u092a\u0947\u0902\u0938\u093f\u0932 \u092f\u093e \u0939\u093e\u0907\u0932\u093e\u0907\u091f\u0930 \u0915\u0940 \u092e\u0926\u0926 \u0938\u0947 \u0930\u0947\u0916\u093e\u0902\u0915\u093f\u0924 \u0915\u0930 \u0926\u0947\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u093e \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u091c\u093e\u0932 \u092e\u0947\u0902 \u0909\u0932\u091d\u0947 \u0915\u0949\u0928\u094d\u091f\u0947\u0902\u091f \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u0928\u093e \u0939\u0948\u0964 \u092f\u0939 \u0907\u0938 \u092a\u0930\u093f\u0915\u0932\u094d\u092a\u0928\u093e \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0939\u0948 \u0915\u093f \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u0915\u0949\u0928\u094d\u0938\u0947\u092a\u094d\u091f \u0915\u093f\u0924\u093e\u092c\u094b\u0902 \u092e\u0947\u0902 \u092b\u0948\u0932\u0947 \u0915\u094b \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u093e \u091c\u093e\u0932 \u092d\u0930 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n

\u092a\u093e\u0920\u094d\u092f\u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u092e\u0947\u0902 \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u0926\u094b\u0902 \u0915\u094b \u091b\u093e\u0902\u091f\u0928\u093e \u0914\u0930 \u090f\u0915 \u0907\u0915\u093e\u0908 \u0915\u0947 \u0924\u094c\u0930 \u092a\u0930 \u0909\u0928\u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u093e \u090f\u0915 \u0917\u0939\u0928 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0939\u0948\u0964 \u090f\u0906\u0908 \u0915\u0940 \u092e\u0926\u0926 \u0938\u0947 \u0915\u093f\u0924\u093e\u092c\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u0915\u0949\u0928\u094d\u0938\u0947\u092a\u094d\u091f \u0915\u094b \u091b\u093e\u0902\u091f\u0928\u093e \u092c\u0947\u0939\u0926 \u091a\u0941\u0928\u094c\u0924\u0940\u092a\u0942\u0930\u094d\u0923 \u0915\u093e\u0930\u094d\u092f \u0939\u0948 \u0914\u0930 \u0907\u0938 \u0924\u0930\u0939 \u0915\u093e \u0915\u093e\u092e \u092c\u0939\u0941\u0924 \u0939\u0940 \u0938\u0940\u092e\u093f\u0924 \u0938\u094d\u0924\u0930 \u092a\u0930 \u0939\u094b \u0930\u0939\u093e \u0939\u0948\u0964 \u091c\u0948\u0938\u0947 \u0915\u093f \u0915\u093f\u0938\u0940 \u0915\u0949\u0928\u094d\u0938\u0947\u092a\u094d\u091f \u0915\u094b \u091b\u093e\u0902\u091f\u0928\u093e \u0914\u0930 \u092f\u0939 \u092c\u0924\u093e\u0928\u093e \u0915\u093f \u0935\u0939 \u0915\u093f\u0938 \u0905\u0927\u094d\u092f\u093e\u092f \u0915\u093e \u0939\u093f\u0938\u094d\u0938\u093e \u0939\u0948, \u0909\u0938\u0915\u093e \u0905\u0928\u094d\u092f \u0918\u091f\u0928\u093e\u0913\u0902 \u0938\u0947 \u0915\u094d\u092f\u093e \u0938\u0902\u092c\u0902\u0927 \u0939\u0948 \u0914\u0930 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0905\u0927\u094d\u092f\u093e\u092f \u0915\u0947 \u0932\u093f\u090f \u0935\u0939 \u0915\u094d\u092f\u094b\u0902 \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u092f\u0939 \u0928\u093e\u092e\u093f\u0924 \u0907\u0915\u093e\u0908 \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0938\u0947 \u092d\u0940 \u092d\u093f\u0928\u094d\u0928 \u0939\u094b\u0924\u093e \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0907\u0938\u0915\u093e \u0915\u093e\u0930\u094d\u092f \u091b\u094b\u091f\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u091c\u0948\u0938\u0947 \u0935\u093e\u0915\u094d\u092f\u094b\u0902 \u0938\u0947 \u092a\u0942\u0930\u094d\u0935-\u0928\u093f\u0930\u094d\u0926\u093f\u0937\u094d\u091f \u0935\u0930\u094d\u0917\u094b\u0902 (\u091c\u0948\u0938\u0947: \u0938\u094d\u0925\u093e\u0928, \u0935\u094d\u092f\u0915\u094d\u0924\u093f, \u0938\u0902\u0918\u0920\u0928) \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0938\u0902\u0938\u094d\u0925\u093e\u0913\u0902 \u0915\u0947 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u094b \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u091f \u0915\u0930\u0928\u0947 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u092a\u0930 \u0905\u0926\u094d\u0935\u093f\u0924\u0940\u092f, \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0915\u093e\u0902\u0938\u0947\u092a\u094d\u091f \u0915\u094b \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u091f \u0915\u0930\u0928\u0947 \u0915\u0947 \u0939\u092e\u093e\u0930\u0947 \u0932\u0915\u094d\u0937\u094d\u092f \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924 \u092f\u0939 \u0906\u0935\u0936\u094d\u092f\u0915 \u0928\u0939\u0940\u0902 \u0939\u0948 \u0915\u093f \u090f\u0915 \u0936\u092c\u094d\u0926\u093e\u0930\u094d\u0925 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e \u0915\u093e \u0917\u0920\u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u090f\u0964 \u0939\u092e \u0915\u094d\u0932\u093e\u0938\u093f\u0915 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0914\u0930 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924\/\u0905\u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0910\u0938\u0947 \u0915\u093e\u0930\u094d\u092f \u092b\u0949\u0930\u094d\u092e\u0942\u0932\u0947\u0936\u0928 \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0924\u093e\u0924\u094d\u0935\u093f\u0915\u0940-\u0906\u0927\u093e\u0930\u093f\u0924 \u0915\u0949\u0928\u094d\u0938\u0947\u092a\u094d\u091f \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0948\u0915\u094d\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n

\u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923:<\/strong><\/h3>\n\n\n\n

\u0939\u092e\u093e\u0930\u0947 \u092a\u094d\u0930\u092f\u094b\u0917, \u090f\u0921\u0940\u092a\u0940\u0908 (ADPE) \u0921\u0947\u091f\u093e\u0938\u0947\u091f\u092a\u0930 \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 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u091c\u0948\u0938\u0947 \u0915\u093f \u0926\u094b \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u092b\u0949\u0930\u094d\u092e\u0942\u0932\u0947\u0936\u0928 \u092e\u0947\u0902 BERT (\u092c\u093e\u0907\u0921\u093e\u092f\u0930\u0947\u0915\u094d\u0936\u0928\u0932 \u090f\u0928\u0915\u094b\u0921\u0930 \u0930\u093f\u092a\u094d\u0930\u091c\u0947\u0902\u091f\u0947\u0936\u0928 \u092b\u094d\u0930\u0949\u092e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930), LSTM (\u0932\u0949\u0928\u094d\u0917 \u0936\u0949\u0930\u094d\u091f-\u091f\u0930\u094d\u092e \u092e\u0947\u092e\u094b\u0930\u0940), CNNs (\u0915\u0928\u094d\u0935\u0947\u0902\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915)\u0964 \u092a\u0939\u0932\u093e, \u0928\u093e\u092e\u093e\u0902\u0915\u093f\u0924 \u0907\u0915\u093e\u0908 \u092a\u0939\u091a\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u091f\u0948\u0917\u093f\u0902\u0917 \u0939\u0948 \u0914\u0930 \u0926\u0942\u0938\u0930\u093e n-\u0917\u094d\u0930\u093e\u092e \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0939\u0948 \u091c\u094b \u0909\u092e\u094d\u092e\u0940\u0926\u0935\u093e\u0930 n-\u0917\u094d\u0930\u093e\u092e \u0915\u094b \u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f, \u0905\u0930\u094d\u0925\u092a\u0942\u0930\u094d\u0923, \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u092b\u0940\u091a\u0930 \u0915\u0947 \u0938\u093e\u0925 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0921\u0940\u092a \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u0939\u092e \u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u0936\u092c\u094d\u0926\u093e\u0935\u0932\u0940, \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915 \u092a\u0924\u094d\u0930\u093f\u0915\u093e\u0913\u0902 \u0914\u0930 \u092a\u0941\u0938\u094d\u0924\u0915 \u0905\u0927\u094d\u092f\u093e\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 BERT \u0905\u0928\u0915\u0947\u0938\u094d\u0921 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u0938\u092d\u0940 \u090f\u0928\u094d\u0915\u094b\u0921\u0930 \u092a\u0930\u0924\u094b\u0902 \u0915\u0947 \u0928\u093f\u0930\u0942\u092a\u0923 \u0915\u094b \u0907\u0928\u092a\u0941\u091f \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0938\u0947 \u0915\u093e\u0902\u0938\u0947\u092a\u094d\u091f \u091c\u094d\u091e\u093e\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u0940\u092e\u093f\u0924-\u0938\u0902\u0915\u094d\u0930\u092e\u0923 (BIO \u090f\u0928\u094d\u0915\u094b\u0921\u093f\u0902\u0917) CRF (\u0915\u0902\u0921\u0940\u0936\u0928\u0932 \u0930\u0948\u0902\u0921\u092e \u092b\u0940\u0932\u094d\u0921) \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0915 \u091f\u0948\u0917\u0930 \u092e\u0947\u0902 \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n

CRF (\u0915\u0902\u0921\u0940\u0936\u0928\u0932 \u0930\u0948\u0902\u0921\u092e \u092b\u0940\u0932\u094d\u0921) \u0915\u094d\u092f\u094b\u0902 :<\/strong><\/h3>\n\n\n\n
  • CRF \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0915\u0940 \u0932\u0949\u0917 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0915\u094b \u0905\u0927\u093f\u0915\u0924\u092e \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u091f\u0948\u0917 \u0915\u0947 \u0905\u0927\u093f\u0915\u0924\u092e \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0905\u0928\u0941\u092e\u093e\u0928 \u0915\u093e \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>
  • CRF \u0938\u0940\u092e\u093e\u090f\u0901 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902 \u0915\u093f \u0915\u0947\u0935\u0932 \u0935\u0948\u0927 \u092e\u0932\u094d\u091f\u0940\u0917\u094d\u0930\u093e\u092e \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0932\u0947\u092c\u0932, \u0932\u0947\u092c\u0932 \u090f\u0928\u094d\u0915\u094b\u0921\u093f\u0902\u0917 \u0926\u094d\u0935\u093e\u0930\u093e \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0915\u093f\u090f \u0917\u090f \u0939\u0948\u0902 – (\u0909\u0926\u093e\u0939\u0930\u0923 : BIO \u090f\u0928\u094d\u0915\u094b\u0921\u093f\u0902\u0917 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092e\u0947\u0902 \u0907\u0915\u093e\u0908 \u0935\u093f\u092d\u093e\u091c\u0928 \u0915\u0940 \u0917\u093e\u0930\u0902\u091f\u0940 \u0926\u0947\u0924\u093e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0915\u0941\u091b \u0935\u094d\u092f\u093e\u0915\u0930\u0923 \u0915\u0947 \u0928\u093f\u092f\u092e \u0939\u0948\u0902 \u091c\u093f\u0928\u0915\u093e \u092a\u093e\u0932\u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964)<\/li>
  • CRF \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0915 \u0932\u0949\u0917 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0915\u094b \u0928\u0941\u0915\u0938\u093e\u0928 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u091c\u094b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0930\u0948\u0916\u093f\u0915 \u092a\u0930\u0924 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 (\u092f\u0926\u093f \u092c\u093f\u0928\u093e \u091c\u092e\u0947 \u0939\u0941\u090f \u091b\u094b\u0921\u093c \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948) \u0906\u0909\u091f\u092a\u0941\u091f \u0932\u0949\u0917 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u0922\u0902\u0917 \u0938\u0947 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b\u0915\u093f CRF \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0930\u0948\u0916\u093f\u0915 \u092a\u0930\u0924 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u0938\u093e\u0927\u093e\u0930\u0923 \u0930\u0948\u0916\u093f\u0915 \u092a\u0930\u0924 \u0915\u0947 \u0906\u0909\u091f\u092a\u0941\u091f \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0915\u0947 \u092a\u0941\u0937\u094d\u091f\u093f \u0915\u0940 \u091c\u093e \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/li><\/ul>\n\n\n\n

    \u0938\u093e\u0930\u093e\u0902\u0936:<\/strong><\/h3>\n\n\n\n

    \u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0915\u094b \u092a\u0942\u0930\u093e \u0915\u0930\u0928\u093e \u0939\u092e\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u0925\u092e\u093f\u0915\u0924\u093e \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 Embibe \u0915\u0947 \u0938\u092d\u0940 \u0909\u0924\u094d\u092a\u093e\u0926\u094b\u0902 \u0915\u093e \u092e\u0942\u0932\u093e\u0927\u093e\u0930 \u0939\u0948\u0964 \u0907\u0938 \u0915\u093e\u0930\u094d\u092f \u0928\u0947 \u0939\u092e\u0947\u0902 \u091c\u094d\u091e\u093e\u0928 \u0915\u0947 \u0917\u094d\u0930\u093e\u092b \u0915\u094b \u092c\u0928\u093e\u090f \u0930\u0916\u0928\u0947 \u0914\u0930 \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u092e\u093e\u0928\u0935\u0940\u092f \u0939\u0938\u094d\u0924\u0915\u094d\u0937\u0947\u092a\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925, \u0907\u0938\u0947 \u0924\u0947\u091c\u0940 \u0938\u0947 \u0935\u093f\u0938\u094d\u0924\u093e\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n

    \u0907\u0938 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0947\u0902 \u0939\u092e\u093e\u0930\u0947 \u092e\u0949\u0921\u0932 \u0915\u094b BERT \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0938\u093e\u0925 \u0939\u0940, \u0921\u093e\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917, \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0914\u0930 \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u094d\u092f \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0905\u0915\u093e\u0926\u092e\u093f\u0915 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u092d\u0947\u0926\u093f\u0924 \u092b\u094d\u0930\u0947\u091c \u090f\u0915\u094d\u0938\u091f\u094d\u0930\u0947\u0915\u094d\u091f\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917, \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u092e\u0947\u0902 \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0936\u0948\u0915\u094d\u0937\u0923\u093f\u0915 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u094b \u0930\u0947\u0916\u093e\u0902\u0915\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0930\u0939\u093e \u0939\u0948\u0964 \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930, \u0939\u092e\u0928\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u0938\u0947 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e \u0938\u0947 \u0915\u0949\u0928\u094d\u0938\u0947\u092a\u094d\u091f \u0916\u094b\u091c\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930 \u0926\u093f\u092f\u093e \u0939\u0948\u0964<\/p>\n\n\n\n

    \u0938\u0928\u094d\u0926\u0930\u094d\u092d:<\/strong><\/p>\n\n\n\n

    [<\/strong>1] Devlin Jacob, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018).<\/p>\n\n\n\n

    [2] Zhiheng Huang, Wei Xu, Kai Yu. Bidirectional LSTM-CRF Models for Sequence Tagging. arXiv preprint arXiv:1508.01991 (2015)<\/p>\n\n\n\n

    [3] William Cavnar and John Trenkle. 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\n\n\n

    [4] Gaur, Manas, Keyur Faldu, and Amit Sheth. “Semantics of the Black-Box: Can knowledge graphs help make deep learning systems more interpretable and explainable?.” IEEE Internet Computing 25, no. 1 (2021): 51-59.<\/p>\n","protected":false},"featured_media":301,"template":"","yoast_head":"\n\u0928\u0949\u0932\u0947\u091c \u0917\u094d\u0930\u093e\u092b \u0928\u094b\u0921\u094d\u0938 \u0915\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0916\u094b\u091c - 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-hi\/artificial-intelligence-ai-in-education\/\u0928\u0949\u0932\u0947\u091c-\u0917\u094d\u0930\u093e\u092b-\u0928\u094b\u0921\u094d\u0938-\u0915\u0940-\u0938\u094d\u0935\u091a\/\" \/>\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 \u0915\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0916\u094b\u091c - 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