{"id":479398,"date":"2023-08-09T10:35:54","date_gmt":"2023-08-09T10:35:54","guid":{"rendered":""},"modified":"2023-09-05T11:18:45","modified_gmt":"2023-09-05T11:18:45","slug":"trax-library","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/trax-library\/","title":{"rendered":"\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940"},"content":{"rendered":"

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 Google Brain \u0926\u094d\u0935\u093e\u0930\u093e \u0935\u093f\u0915\u0938\u093f\u0924 \u090f\u0915 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u0940 \u0926\u0915\u094d\u0937\u0924\u093e, \u0932\u091a\u0940\u0932\u0947\u092a\u0928 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917 \u092e\u0947\u0902 \u0906\u0938\u093e\u0928\u0940 \u0915\u0947 \u0915\u093e\u0930\u0923 \u0907\u0938\u0928\u0947 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0938\u092e\u0941\u0926\u093e\u092f \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f\u0924\u093e \u0939\u093e\u0938\u093f\u0932 \u0915\u0940 \u0939\u0948\u0964 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0914\u0930 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u0915\u094b\u0902 \u0915\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0928\u0947, \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0924\u0948\u0928\u093e\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 (NLP) \u0914\u0930 \u0909\u0938\u0938\u0947 \u0906\u0917\u0947 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u090f\u0915 \u0906\u0935\u0936\u094d\u092f\u0915 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \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

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0915\u0940 \u0936\u0941\u0930\u0941\u0906\u0924 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0938\u093e\u0925 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0938\u0947 \u0939\u0941\u0908\u0964 \u0907\u0938\u0947 \u092a\u0939\u0932\u0940 \u092c\u093e\u0930 2019 \u092e\u0947\u0902 \u092a\u0947\u0936 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e \u091c\u092c Google Brain \u0915\u0947 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u201c\u091f\u094d\u0930\u0948\u0915\u094d\u0938: \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0935\u093f\u0926 \u0915\u094d\u0932\u093f\u092f\u0930 \u0915\u094b\u0921 \u090f\u0902\u0921 \u0938\u094d\u092a\u0940\u0921\u201d \u0928\u093e\u092e\u0915 \u0936\u094b\u0927 \u092a\u0924\u094d\u0930 \u092a\u094d\u0930\u0915\u093e\u0936\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964 \u0907\u0938 \u0936\u094b\u0927 \u092a\u0924\u094d\u0930 \u092e\u0947\u0902 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u094b NLP \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u0922\u093e\u0902\u091a\u0947 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e, \u091c\u093f\u0938\u092e\u0947\u0902 \u0907\u0938\u0915\u0940 \u0938\u094d\u092a\u0937\u094d\u091f\u0924\u093e, \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0905\u092a\u0928\u093e\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u092a\u0930 \u092a\u094d\u0930\u0915\u093e\u0936 \u0921\u093e\u0932\u093e \u0917\u092f\u093e \u0925\u093e\u0964<\/p>\n

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \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

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u094b JAX \u0915\u0947 \u0936\u0940\u0930\u094d\u0937 \u092a\u0930 \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u091c\u094b \u090f\u0915 \u0914\u0930 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0939\u0948 \u091c\u094b CPU, GPU \u092f\u093e TPU \u092a\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u093f\u092d\u0947\u0926\u0928 \u0914\u0930 \u0924\u094d\u0935\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 JAX \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0915\u0930, \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0924\u0947\u091c\u093c \u0914\u0930 \u0915\u0941\u0936\u0932 \u0917\u0923\u0928\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u0905\u0928\u0941\u092e\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u090f\u0915 \u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0914\u0930 \u0938\u0939\u091c \u091c\u094d\u091e\u093e\u0928 \u092f\u0941\u0915\u094d\u0924 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093e \u0926\u093e\u0935\u093e \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092e\u0949\u0921\u0932 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u0947 \u0938\u093e\u0925 \u091c\u0932\u094d\u0926\u0940 \u0938\u0947 \u092a\u094d\u0930\u094b\u091f\u094b\u091f\u093e\u0907\u092a \u0914\u0930 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930, \u0930\u0940\u0915\u0930\u0902\u091f \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (RNN) \u0914\u0930 \u0915\u0928\u094d\u0935\u094b\u0932\u094d\u092f\u0942\u0936\u0928\u0932 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 (CNN) \u091c\u0948\u0938\u0947 \u092a\u0942\u0930\u094d\u0935-\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092a\u0930\u0924\u094b\u0902 \u0914\u0930 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u090f\u0915 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0936\u094d\u0930\u0943\u0902\u0916\u0932\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964 \u0907\u0928 \u0918\u091f\u0915\u094b\u0902 \u0915\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u091c\u091f\u093f\u0932 \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0906\u0938\u093e\u0928\u0940 \u0938\u0947 \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0914\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u092e\u0936\u0940\u0928 \u091f\u094d\u0930\u093e\u0902\u0938\u0932\u0947\u0936\u0928, \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u091c\u0928\u0930\u0947\u0936\u0928, \u0938\u0947\u0902\u091f\u0940\u092e\u0947\u0902\u091f \u090f\u0928\u093e\u0932\u093f\u0938\u093f\u0938 \u0914\u0930 \u0905\u0928\u094d\u092f \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u092e\u0930\u094d\u0925\u0928 \u092d\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e: \u092f\u0939 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u0940 \u0939\u0948<\/h2>\n

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u0947 \u092e\u0942\u0932 \u092e\u0947\u0902 \u090f\u0915 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e \u0939\u0948 \u091c\u093f\u0938\u0947 "\u0915\u0949\u092e\u094d\u092c\u093f\u0928\u0947\u091f\u0930" \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0915\u0949\u092e\u094d\u092c\u093f\u0928\u0947\u091f\u0930 \u0909\u091a\u094d\u091a-\u0915\u094d\u0930\u092e \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0939\u0948\u0902 \u091c\u094b \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092a\u0930\u0924\u094b\u0902 \u0914\u0930 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0938\u0902\u0930\u091a\u0928\u093e \u0915\u094b \u0938\u0915\u094d\u0937\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0947 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0930\u0924\u094b\u0902 \u0914\u0930 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u090f\u0915 \u0938\u093e\u0925 \u0938\u094d\u091f\u0948\u0915 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u090f\u0915 \u0932\u091a\u0940\u0932\u093e \u0914\u0930 \u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u092c\u0928\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u092e\u0949\u0921\u0932 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u0915\u094b\u0921 \u092a\u0941\u0928: \u092a\u094d\u0930\u092f\u094b\u091c\u094d\u092f\u0924\u093e \u0915\u094b \u092c\u0922\u093c\u093e\u0935\u093e \u0926\u0947\u0924\u093e \u0939\u0948, \u0914\u0930 \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u094b \u092a\u094d\u0930\u094b\u0924\u094d\u0938\u093e\u0939\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0915\u0940 \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0917\u0923\u0928\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f JAX \u0915\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u093f\u092d\u0947\u0926\u0928 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f-\u0906\u0927\u093e\u0930\u093f\u0924 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e, \u091c\u0948\u0938\u0947 \u0938\u094d\u091f\u094b\u0915\u0947\u0938\u094d\u091f\u093f\u0915 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0921\u093f\u0938\u0947\u0902\u091f (SGD) \u0914\u0930 \u090f\u0921\u092e \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u092e\u0949\u0921\u0932 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0915\u094b \u0905\u092a\u0921\u0947\u091f \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0915\u0908 \u0921\u093f\u0935\u093e\u0907\u0938\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0924\u0930\u093f\u0924 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e \u092d\u0940 \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u092a\u0930 \u092c\u0921\u093c\u0947 \u092e\u0949\u0921\u0932 \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0940 \u0938\u0941\u0935\u093f\u0927\u093e \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \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

\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u0908 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0907\u0938\u0947 \u0905\u0928\u094d\u092f \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0938\u0947 \u0905\u0932\u0917 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0902:<\/p>\n

    \n
  1. \n

    \u092a\u094d\u0930\u0924\u093f\u0930\u0942\u092a\u0915\u0924\u093e<\/strong>\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u093e \u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0921\u093f\u091c\u093e\u0907\u0928 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u094b \u092a\u0941\u0928: \u092a\u094d\u0930\u092f\u094b\u091c\u094d\u092f \u092c\u093f\u0932\u094d\u0921\u093f\u0902\u0917 \u092c\u094d\u0932\u0949\u0915\u094b\u0902 \u0915\u094b \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0915\u0947 \u091c\u091f\u093f\u0932 \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0915\u094b\u0921 \u092a\u0920\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u0930\u0916\u0930\u0916\u093e\u0935 \u0915\u094b \u092c\u0922\u093c\u093e\u0935\u093e \u092e\u093f\u0932\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  2. \n

    \u0915\u094d\u0937\u092e\u0924\u093e<\/strong>JAX \u0915\u0947 \u0924\u094d\u0935\u0930\u0923 \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u093f\u092d\u0947\u0926\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947, \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u0941\u0936\u0932 \u0938\u0902\u0917\u0923\u0928\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u0905\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  3. \n

    FLEXIBILITY<\/strong>\u092f\u0939 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0940 \u092a\u0942\u0930\u094d\u0935-\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u092a\u0930\u0924\u0947\u0902 \u0914\u0930 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948, \u0938\u093e\u0925 \u0939\u0940 \u0935\u093f\u0935\u093f\u0927 \u0909\u092a\u092f\u094b\u0917 \u092e\u093e\u092e\u0932\u094b\u0902 \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0915\u0938\u094d\u091f\u092e \u0918\u091f\u0915\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u092d\u093e\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0932\u091a\u0940\u0932\u093e\u092a\u0928 \u092d\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n

  4. \n

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

  5. \n

    \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u0930\u094d\u0925\u0928<\/strong>\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u0941\u0915\u094d\u0924 \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u0905\u0928\u0941\u0915\u094d\u0930\u092e-\u0938\u0947-\u0905\u0928\u0941\u0915\u094d\u0930\u092e \u092e\u0949\u0921\u0932 \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u0915\u0947 \u0932\u093f\u090f \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u092e\u0930\u094d\u0925\u0928 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

    \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n

    \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0915\u094b \u092e\u094b\u091f\u0947 \u0924\u094c\u0930 \u092a\u0930 \u0926\u094b \u092e\u0941\u0916\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930\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:<\/p>\n\n\n\n\n\n\n
    \u092a\u094d\u0930\u0915\u093e\u0930<\/th>\n\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n
    \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092a\u0930\u0924\u0947\u0902<\/td>\n\u092f\u0947 \u0924\u0902\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0915\u0947 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0916\u0902\u0921 \u0939\u0948\u0902, \u091c\u0948\u0938\u0947 \u0938\u0918\u0928 (\u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u091c\u0941\u0921\u093c\u0947 \u0939\u0941\u090f) \u0914\u0930 \u0938\u0902\u0935\u0932\u0928\u0936\u0940\u0932 \u092a\u0930\u0924\u0947\u0902\u0964 \u0935\u0947 \u0907\u0928\u092a\u0941\u091f \u0921\u0947\u091f\u093e \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0932\u093e\u0917\u0942 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/td>\n<\/tr>\n
    \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932<\/td>\n\u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0935\u093f\u0936\u093f\u0937\u094d\u091f NLP \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u092e\u0936\u0940\u0928 \u0905\u0928\u0941\u0935\u093e\u0926 \u0914\u0930 \u092d\u093e\u0935\u0928\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964 \u0907\u0928 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u0928\u090f \u0921\u0947\u091f\u093e \u092a\u0930 \u092b\u093e\u0907\u0928-\u091f\u094d\u092f\u0942\u0928 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u0938\u0940\u0927\u0947 \u0905\u0928\u0941\u092e\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0907\u0938\u094d\u0924\u0947\u092e\u093e\u0932 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \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 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n

    \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0928\u0947, \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0926\u0947\u0928\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0938\u0930\u0932 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0915\u093f\u0938\u0940 \u092d\u0940 \u0905\u0928\u094d\u092f \u091f\u0942\u0932 \u0915\u0940 \u0924\u0930\u0939, \u0907\u0938\u0915\u0947 \u0938\u093e\u0925 \u0915\u0908 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928 \u092d\u0940 \u091c\u0941\u0921\u093c\u0947 \u0939\u0948\u0902:<\/p>\n

      \n
    1. \n

      \u0938\u094d\u092e\u0943\u0924\u093f \u092c\u093e\u0927\u093e\u090f\u0901<\/strong>: \u092c\u0921\u093c\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093e\u092b\u0940 \u092e\u0947\u092e\u094b\u0930\u0940 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u091c\u092c \u092c\u0921\u093c\u0947 \u092c\u0948\u091a \u0906\u0915\u093e\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u090f\u0915 \u0938\u092e\u093e\u0927\u093e\u0928 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0938\u0902\u091a\u092f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u092e\u0949\u0921\u0932 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0915\u094b \u0905\u092a\u0921\u0947\u091f \u0915\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0915\u0908 \u091b\u094b\u091f\u0947 \u092c\u0948\u091a\u094b\u0902 \u092e\u0947\u0902 \u0917\u094d\u0930\u0947\u0921\u093f\u090f\u0902\u091f \u0938\u0902\u091a\u093f\u0924 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n

    2. \n

      \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u0926\u0930 \u0915\u093e \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u0923<\/strong>\u0938\u094d\u0925\u093f\u0930 \u0914\u0930 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u093f\u0924 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0930\u0947\u091f \u0936\u0947\u0921\u094d\u092f\u0942\u0932 \u091a\u0941\u0928\u0928\u093e \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0938\u094d\u091f\u0947\u092a \u0921\u0947\u0915\u0947 \u0914\u0930 \u090f\u0915\u094d\u0938\u092a\u094b\u0928\u0947\u0902\u0936\u093f\u092f\u0932 \u0921\u0947\u0915\u0947 \u091c\u0948\u0938\u0947 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0930\u0947\u091f \u0936\u0947\u0921\u094d\u092f\u0942\u0932 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0920\u0940\u0915 \u0938\u0947 \u091f\u094d\u092f\u0942\u0928 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    3. \n

      \u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917<\/strong>\u0913\u0935\u0930\u092b\u093f\u091f\u093f\u0902\u0917 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u092c\u0921\u093c\u0947 \u092d\u093e\u0930 \u0915\u094b \u0926\u0902\u0921\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u094d\u0930\u0949\u092a\u0906\u0909\u091f \u092a\u0930\u0924\u0947\u0902 \u0914\u0930 \u090f\u0932 2 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u091c\u0948\u0938\u0940 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0924\u0915\u0928\u0940\u0915 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    4. \n

      \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0928\u093e<\/strong>\u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f, \u092d\u092f\u093e\u0935\u0939 \u0935\u093f\u0938\u094d\u092e\u0930\u0923 \u0915\u094b \u0930\u094b\u0915\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u0926\u0930 \u0915\u094b \u0938\u092e\u093e\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u093e \u0914\u0930 \u0915\u0941\u091b \u092a\u0930\u0924\u094b\u0902 \u0915\u094b \u0938\u094d\u0925\u093f\u0930 \u0915\u0930\u0928\u093e \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

      \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\n\n\n\n\n\n\n
      \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940<\/th>\n\u091f\u0947\u0902\u0938\u0930\u092b\u093c\u094d\u0932\u094b<\/th>\n\u092a\u093e\u092f\u091f\u094b\u0930\u091a<\/th>\n<\/tr>\n<\/thead>\n
      \u0915\u094d\u0937\u092e\u0924\u093e<\/td>\nJAX \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0915\u0941\u0936\u0932 \u0938\u0902\u0917\u0923\u0928\u093e.<\/td>\nCUDA \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0941\u0936\u0932.<\/td>\n<\/tr>\n
      FLEXIBILITY<\/td>\n\u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u092e\u0949\u0921\u094d\u092f\u0942\u0932\u0930 \u0921\u093f\u091c\u093e\u0907\u0928.<\/td>\n\u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0932\u091a\u0940\u0932\u093e \u0914\u0930 \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u092f\u094b\u0917\u094d\u092f.<\/td>\n<\/tr>\n
      \u090f\u0928\u090f\u0932\u092a\u0940 \u0938\u092e\u0930\u094d\u0925\u0928<\/td>\n\u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u092e\u0930\u094d\u0925\u0928.<\/td>\n\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \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

      \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u090f\u0902 \u0906\u0936\u093e\u091c\u0928\u0915 \u0939\u0948\u0902, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0938\u092e\u0941\u0926\u093e\u092f \u092e\u0947\u0902 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f\u0924\u093e \u0939\u093e\u0938\u093f\u0932 \u0915\u0930\u0928\u093e \u091c\u093e\u0930\u0940 \u0930\u0916\u0924\u093e \u0939\u0948\u0964 JAX \u0915\u0947 \u0938\u093e\u0925 \u0907\u0938\u0915\u093e \u090f\u0915\u0940\u0915\u0930\u0923 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u094b\u0902 \u0915\u0947 \u0906\u0917\u0947 \u092c\u0922\u093c\u0928\u0947 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926 \u092f\u0939 \u0915\u0941\u0936\u0932 \u0914\u0930 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u092c\u0928\u093e \u0930\u0939\u0947\u0964 \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 NLP \u0915\u093e\u0930\u094d\u092f \u0924\u0947\u091c\u0940 \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u094b\u0924\u0947 \u091c\u093e \u0930\u0939\u0947 \u0939\u0948\u0902, \u0910\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0928\u0947 \u092a\u0930 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u093e \u0927\u094d\u092f\u093e\u0928 \u0907\u0938\u0947 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u092e\u0947\u0902 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0932\u093f\u090f \u0905\u091a\u094d\u091b\u0940 \u0938\u094d\u0925\u093f\u0924\u093f \u092e\u0947\u0902 \u0930\u0916\u0924\u093e \u0939\u0948\u0964<\/p>\n

      \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 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \u0938\u0947 \u0915\u0948\u0938\u0947 \u0938\u0902\u092c\u0926\u094d\u0927 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n

      \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0921\u0947\u091f\u093e \u0905\u0927\u093f\u0917\u094d\u0930\u0939\u0923 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \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 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f, \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u0914\u0930 \u0915\u0948\u0936\u093f\u0902\u0917 \u0915\u094b \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0914\u0930 \u0930\u093f\u092e\u094b\u091f \u0921\u0947\u091f\u093e \u0938\u094d\u0930\u094b\u0924 \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\u0915\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0909\u092a\u093e\u092f\u094b\u0902 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n

      \u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n

      \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0932\u093e\u0907\u092c\u094d\u0930\u0947\u0930\u0940 \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 \u0906\u092a \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u0938\u0902\u0926\u0930\u094d\u092d \u0932\u0947 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n

        \n
      1. \n

        \u091f\u094d\u0930\u0948\u0915\u094d\u0938 GitHub \u0930\u093f\u092a\u0949\u091c\u093f\u091f\u0930\u0940<\/a>: \u0906\u0927\u093f\u0915\u093e\u0930\u093f\u0915 GitHub \u0930\u093f\u092a\u094b\u091c\u093f\u091f\u0930\u0940 \u091c\u093f\u0938\u092e\u0947\u0902 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0938\u094d\u0930\u094b\u0924 \u0915\u094b\u0921 \u0914\u0930 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n

      2. \n

        \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u0940\u0915\u0930\u0923<\/a>: \u0906\u0927\u093f\u0915\u093e\u0930\u093f\u0915 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c, \u091c\u094b \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u092a\u0930 \u0935\u094d\u092f\u093e\u092a\u0915 \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

      3. \n

        \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0930\u093f\u0938\u0930\u094d\u091a \u092a\u0947\u092a\u0930<\/a>: \u092e\u0942\u0932 \u0936\u094b\u0927 \u092a\u0924\u094d\u0930 \u091c\u093f\u0938\u092e\u0947\u0902 \u091f\u094d\u0930\u0948\u0915\u094d\u0938 \u0915\u093e \u092a\u0930\u093f\u091a\u092f \u0926\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u0907\u0938\u0915\u0947 \u0921\u093f\u091c\u093e\u0907\u0928 \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924\u094b\u0902 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0940 \u0917\u0908 \u0939\u0948, \u0924\u0925\u093e \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u0907\u0938\u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

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        Trax Library is an open-source deep learning framework developed by Google Brain. It empowers researchers and practitioners to build, train, and deploy various deep learning models, with a focus on natural language processing (NLP) and more.<\/p>"},{"question":"When was Trax Library introduced?","answer":"

        Trax Library was first introduced in 2019 when researchers from Google Brain published a research paper titled \"Trax: Deep Learning with Clear Code and Speed.\" The paper presented Trax as an efficient and flexible framework for NLP tasks.<\/p>"},{"question":"How does Trax Library work?","answer":"

        Trax is built on top of JAX, another deep learning library that provides automatic differentiation and acceleration on CPU, GPU, or TPU. It utilizes \"combinators,\" which are higher-order functions that allow users to compose neural network layers and models. This modular design simplifies model construction and encourages code reusability.<\/p>"},{"question":"What are the key features of Trax Library?","answer":"

        Trax boasts several key features, including modularity, efficiency, flexibility, ease of use, and built-in support for NLP tasks. It provides a wide range of pre-defined neural network layers and models, making it suitable for various use cases.<\/p>"},{"question":"What types of Trax Library are there?","answer":"

        Trax Library can be categorized into two main types: neural network layers (e.g., dense, convolutional) and pre-trained models. The pre-trained models come with support for tasks like machine translation and sentiment analysis.<\/p>"},{"question":"How can I use Trax Library effectively?","answer":"

        To use Trax effectively, consider addressing common challenges like memory constraints, learning rate scheduling, and overfitting. Trax provides solutions, such as gradient accumulation and dropout layers, to mitigate these issues. Fine-tuning pre-trained models requires careful learning rate adjustment and freezing specific layers.<\/p>"},{"question":"How does Trax Library compare to other frameworks?","answer":"

        Trax Library stands out with its efficiency, modularity, and NLP support. In comparison, TensorFlow is known for its CUDA support, while PyTorch is highly flexible and extensible.<\/p>"},{"question":"What are the future perspectives of Trax Library?","answer":"

        The future of Trax Library looks promising as it gains popularity in the machine learning community. Its integration with JAX ensures efficiency and scalability, while its NLP support positions it well for future developments in natural language processing.<\/p>"},{"question":"How can proxy servers be associated with Trax Library?","answer":"

        Proxy servers play a vital role in optimizing data acquisition and security for machine learning tasks. In Trax, they can be used to enhance data retrieval and caching, as well as improve security by acting as intermediaries between clients and remote data sources.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/479398","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\/479398\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/470735"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=479398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}