{"id":105421,"date":"2024-05-13T17:30:45","date_gmt":"2024-05-13T12:00:45","guid":{"rendered":"https:\/\/pwonlyias.com\/hi\/?p=105421"},"modified":"2024-05-18T12:08:45","modified_gmt":"2024-05-18T06:38:45","slug":"neural-processing-unit","status":"publish","type":"post","link":"https:\/\/pwonlyias.com\/hi\/current-affairs\/neural-processing-unit\/","title":{"rendered":"\u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f"},"content":{"rendered":"<h4 style=\"text-align: justify;\"><b>\u0938\u0902\u0926\u0930\u094d\u092d\u00a0<\/b><\/h4>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Apple \u0926\u094d\u0935\u093e\u0930\u093e iPad Pro \u092e\u0947\u0902 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0940 \u0917\u0908 M4 \u091a\u093f\u092a (M4 chip) \u092e\u0947\u0902 <\/span><b>16-\u0915\u094b\u0930 \u0928\u094d\u092f\u0942\u0930\u0932 \u0907\u0902\u091c\u0928<\/b><span style=\"font-weight: 400;\"> \u0936\u093e\u092e\u093f\u0932 \u0939\u0948, \u091c\u093f\u0938\u0947 Apple \u0926\u094d\u0935\u093e\u0930\u093e<\/span><b> \u2018\u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f\u2019 (Neural Processing Unit-NPU) <\/b><span style=\"font-weight: 400;\">\u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u0902\u0926\u0930\u094d\u092d\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/span><\/p>\n<h4 style=\"text-align: justify;\"><b>\u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f (NPU)<\/b><\/h4>\n<ul>\n<li><b>\u092a\u0930\u093f\u091a\u092f: <\/b><span style=\"font-weight: 400;\">\u090f\u0915 \u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f \u090f\u0915 <\/span><b>\u0938\u092e\u0930\u094d\u092a\u093f\u0924 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u0930 <\/b><span style=\"font-weight: 400;\">\u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0947 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 <\/span><b>\u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u0924\u0940\u0935\u094d\u0930<\/b><span style=\"font-weight: 400;\"> \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915:<\/b><span style=\"font-weight: 400;\"> \u092f\u0939 \u090f\u0915 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u093e <\/span><b>\u2018\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e\u2019<\/b><span style=\"font-weight: 400;\"> \u0939\u0948, \u091c\u094b \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f <\/span><b>\u092e\u093e\u0928\u0935 \u092e\u0938\u094d\u0924\u093f\u0937\u094d\u0915 \u0915\u0940 \u0928\u0915\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964\u00a0<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e:<\/b><span style=\"font-weight: 400;\"> \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930, NPU <\/span><b>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f \u0915\u094b \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u094b AI \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u093e \u0906\u0927\u093e\u0930 \u092c\u0928\u0924\u093e \u0939\u0948\u0964\u00a0<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0906\u0935\u093e\u091c \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u0928\u093e, \u0928\u0947\u091a\u0941\u0930\u0932 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u0915\u093e \u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0930\u0928\u093e \u0924\u0925\u093e \u092b\u094b\u091f\u094b \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u090f\u0921\u093f\u091f\u093f\u0902\u0917 \u0915\u0930\u0928\u093e \u0906\u0926\u093f\u0964\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0909\u092a\u092d\u094b\u0915\u094d\u0924\u093e \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0914\u0930 \u0921\u0947\u091f\u093e \u0915\u0947\u0902\u0926\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 NPU \u0915\u093e\u00a0 \u090f\u0915\u0940\u0915\u0930\u0923:<\/b><span style=\"font-weight: 400;\"> \u0938\u094d\u092e\u093e\u0930\u094d\u091f\u092b\u094b\u0928, \u0932\u0948\u092a\u091f\u0949\u092a \u0914\u0930 \u091f\u0948\u092c\u0932\u0947\u091f \u091c\u0948\u0938\u0947 \u0905\u0927\u093f\u0915\u093e\u0902\u0936 \u0909\u092a\u092d\u094b\u0915\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0917\u0948\u091c\u0947\u091f\u094d\u0938 \u092e\u0947\u0902, NPU \u0915\u094b<\/span><b> \u092e\u0941\u0916\u094d\u092f \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u0930 \u0915\u0947 \u092d\u0940\u0924\u0930 \u090f\u0915\u0940\u0915\u0943\u0924<\/b><span style=\"font-weight: 400;\"> \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u094b<\/span><b> \u0938\u093f\u0938\u094d\u091f\u092e-\u0911\u0928-\u091a\u093f\u092a (SoC) \u0915\u0940 \u0935\u093f\u0936\u093f\u0937\u094d\u091f\u0924\u093e\u00a0 \u0915\u094b \u0905\u092a\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/b><span style=\"font-weight: 400;\">\u00a0<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">\u0939\u093e\u0932\u093e\u0901\u0915\u093f,<\/span><b> \u0921\u0947\u091f\u093e \u0915\u0947\u0902\u0926\u094d\u0930\u094b\u0902<\/b><span style=\"font-weight: 400;\"> \u0915\u0947 \u0932\u093f\u090f NPU \u090f\u0915 \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u0930 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u094b \u0915\u093f\u0938\u0940 \u092d\u0940 \u0905\u0928\u094d\u092f \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f, \u091c\u0948\u0938\u0947- \u0938\u0947\u0902\u091f\u094d\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f (CPU) \u092f\u093e \u0917\u094d\u0930\u093e\u092b\u093f\u0915\u094d\u0938 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f (GPU) \u0938\u0947 \u0905\u0932\u0917 \u0939\u0948\u0964<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4 style=\"text-align: justify;\"><b>CPU \u0914\u0930 GPU \u0938\u0947 NPU \u0915\u0940 \u092d\u093f\u0928\u094d\u0928\u0924\u093e<\/b><\/h4>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>CPUs:<\/b><span style=\"font-weight: 400;\"> \u092f\u0947 \u090f\u0915 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0915 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u092a\u0926\u094d\u0927\u0924\u093f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0924\u0925\u093e <\/span><b>\u090f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u090f\u0915 \u0928\u093f\u0930\u094d\u0926\u0947\u0936 \u091c\u093e\u0930\u0940 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902<\/b><span style=\"font-weight: 400;\"> \u090f\u0935\u0902 \u092c\u093e\u0926 \u0915\u0947 \u0928\u093f\u0930\u094d\u0926\u0947\u0936\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u092a\u0928\u0947 \u092a\u0942\u0930\u094d\u0935\u0935\u0930\u094d\u0924\u0940 \u0928\u093f\u0930\u094d\u0926\u0947\u0936 \u0915\u0947 \u092a\u0942\u0930\u093e \u0939\u094b\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0924\u0940\u0915\u094d\u0937\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964\u00a0<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">\u0907\u0938\u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924,<\/span><b> NPU \u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917<\/b><span style=\"font-weight: 400;\"> \u090f\u0915 \u0938\u093e\u0925 \u0915\u0908<\/span><b> \u0917\u0923\u0928\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 <\/b><span style=\"font-weight: 400;\">\u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0907\u0938 \u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u0947 <\/span><b>\u092a\u0930\u093f\u0923\u093e\u092e\u0938\u094d\u0935\u0930\u0942\u092a \u0924\u0947\u091c \u0914\u0930 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0939\u094b\u0924\u0940<\/b><span style=\"font-weight: 400;\"> \u0939\u0948\u0964\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">\u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930, CPU \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0915 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u092e\u0947\u0902 \u0905\u091a\u094d\u091b\u0947 \u0939\u0948\u0902 \u0924\u0925\u093e \u090f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u090f\u0915 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 AI \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u0902\u091a\u093e\u0932\u0928 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u0930 \u0915\u094b \u090f\u0915 \u0938\u093e\u0925 \u0915\u0908 \u0917\u0923\u0928\u093e\u0913\u0902 \u0914\u0930 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/span><\/li>\n<\/ul>\n<\/li>\n<li><b>\u0917\u094d\u0930\u093e\u092b\u093f\u0915 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f (GPUs): <\/b><span style=\"font-weight: 400;\">\u0907\u0928 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u0930 \u092e\u0947\u0902 <\/span><b>\u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0901<\/b><span style=\"font-weight: 400;\"> \u0939\u094b\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 <\/span><b>\u0917\u094d\u0930\u093e\u092b\u093f\u0915 \u0930\u0947\u0902\u0921\u0930\u093f\u0902\u0917 \u090f\u0935\u0902 \u0930\u093f\u091c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u0905\u092a\u0938\u094d\u0915\u0932\u093f\u0902\u0917 (Graphic Rendering and Resolution Upscaling) <\/b><span style=\"font-weight: 400;\">\u091c\u0948\u0938\u0947 \u0905\u0928\u094d\u092f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 AI \u0935\u0930\u094d\u0915\u0932\u094b\u0921 \u0915\u094b \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093e\u0907\u0928 \u0915\u093f\u090f \u0917\u090f \u2018\u090f\u0915\u0940\u0915\u0943\u0924 \u0938\u0930\u094d\u0915\u093f\u091f\u2019 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964\u00a0<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">NPU \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0911\u092a\u0930\u0947\u0936\u0902\u0938 \u0915\u094b \u0938\u0901\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0942\u0930\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0907\u0928 \u0938\u0930\u094d\u0915\u093f\u091f\u094b\u0902 \u0915\u094b \u0926\u094b\u0939\u0930\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0938\u092e\u0930\u094d\u092a\u093f\u0924<\/span><b> \u0915\u093e\u0930\u094d\u092f\u0915\u094d\u0937\u092e\u0924\u093e, \u0915\u092e \u092c\u093f\u091c\u0932\u0940<\/b> <b>\u0915\u0940 \u0916\u092a\u0924<\/b><span style=\"font-weight: 400;\"> \u0915\u0947 \u0938\u093e\u0925 \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932<\/span><b> AI \u0935\u0930\u094d\u0915\u0932\u094b\u0921 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0915\u0940 \u0913\u0930 \u0932\u0947 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/b><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>GPUs <\/b><span style=\"font-weight: 400;\">\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0905\u092d\u0940 \u092d\u0940<\/span><b> AI \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0947 \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u0936\u094b\u0927\u0928 <\/b><span style=\"font-weight: 400;\">\u092e\u0947\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f<\/span><b> NPUs \u092c\u093e\u0926 \u0915\u0947 \u091a\u0930\u0923 \u092e\u0947\u0902 \u0909\u092a\u092d\u094b\u0915\u094d\u0924\u093e \u0915\u0947 \u0921\u093f\u0935\u093e\u0907\u0938 \u092a\u0930 \u0909\u0928 \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932 <\/b><span style=\"font-weight: 400;\">\u0915\u094b \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/span><\/li>\n<\/ul>\n<span class=\"vc_green_button\"><\/p>\n<table style=\"width: 96.1008%;\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\"><b>\u0938\u094d\u092e\u093e\u0932 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932 (SLMs)<\/b><span style=\"font-weight: 400;\">: SLMs, \u0932\u093e\u0930\u094d\u091c \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0939\u0948\u0902\u0964\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">LLMs \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902, \u091b\u094b\u091f\u0947 AI\u00a0 \u092e\u0949\u0921\u0932 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 <\/span><b>\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0932\u093e\u0917\u0924 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902<\/b><span style=\"font-weight: 400;\">, \u0914\u0930-<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0935\u0947 \u0932\u0948\u092a\u091f\u0949\u092a \u0914\u0930 \u0938\u094d\u092e\u093e\u0930\u094d\u091f\u092b\u094b\u0928 \u091c\u0948\u0938\u0947 <\/span><b>\u091b\u094b\u091f\u0947 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u092a\u0930 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 <\/b><span style=\"font-weight: 400;\">\u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SLMs <\/span><b>\u0938\u0902\u0938\u093e\u0927\u0928 \u092f\u0941\u0915\u094d\u0924 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 <\/b><span style=\"font-weight: 400;\">\u0915\u0947 \u0932\u093f\u090f \u0905\u091a\u094d\u091b\u0947 \u0939\u094b\u0924\u0947\u00a0 \u0939\u0948\u0902, \u091c\u093f\u0938\u092e\u0947\u0902 \u0911\u0928-\u0921\u093f\u0935\u093e\u0907\u0938 \u0914\u0930 \u0911\u092b\u0932\u093e\u0907\u0928 \u0905\u0928\u0941\u092e\u093e\u0928 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/span><\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><\/span>\n<h4 style=\"text-align: justify;\"><b>NPU \u0914\u0930 \u0911\u0928-\u0921\u093f\u0935\u093e\u0907\u0938 AI<\/b><\/h4>\n<ul>\n<li><b>\u0938\u094d\u092e\u093e\u0932\u0930 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932 (Smaller Language Models) \u092e\u0947\u0902 \u0938\u0902\u0915\u094d\u0930\u092e\u0923: <\/b><span style=\"font-weight: 400;\">\u0932\u093e\u0930\u094d\u091c \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932 (LLMs) \u0905\u0915\u094d\u0938\u0930 \u0921\u093f\u0935\u093e\u0907\u0938 \u092a\u0930 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092c\u0921\u093c\u0947 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u0947\u0935\u093e \u092a\u094d\u0930\u0926\u093e\u0924\u093e \u0905\u092a\u0928\u0947 \u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930<\/span><b> AI \u0938\u0941\u0935\u093f\u0927\u093e\u0913\u0902 \u0915\u0947\u00a0 \u0935\u093f\u0924\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u094d\u0932\u093e\u0909\u0921 \u092a\u0930 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b \u0905\u092a\u0932\u094b\u0921 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964\u00a0<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">\u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u092a\u094d\u0930\u092e\u0941\u0916 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0915\u0902\u092a\u0928\u093f\u092f\u093e\u0901 \u0905\u092c <\/span><b>Google \u0915\u0947 Gemma, Microsoft \u0915\u0947 Phi-3 \u0914\u0930 Apple \u0915\u0947 OpenELM \u091c\u0948\u0938\u0947 \u091b\u094b\u091f\u0947 \u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932 \u092a\u0947\u0936 \u0915\u0930 \u0930\u0939\u0940 \u0939\u0948\u0902\u0964<\/b><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0911\u0928-\u0921\u093f\u0935\u093e\u0907\u0938 AI \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u0926\u094d\u092d\u0935:<\/b><span style=\"font-weight: 400;\"> \u092a\u0942\u0930\u094d\u0923 \u0930\u0942\u092a \u0938\u0947 \u0921\u093f\u0935\u093e\u0907\u0938 \u092a\u0930 \u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0939\u094b\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092f\u0939 <\/span><b>\u2018\u0938\u094d\u0915\u0947\u0932-\u0921\u093e\u0909\u0928 \u090f\u0906\u0908 \u092e\u0949\u0921\u0932\u2019<\/b><span style=\"font-weight: 400;\"> \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u0915\u093e\u0930\u0940 \u0938\u093f\u0926\u094d\u0927 \u0939\u094b \u0930\u0939\u093e \u0939\u0948\u0964\u00a0<\/span>\n<ul>\n<li style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0911\u0928-\u0921\u093f\u0935\u093e\u0907\u0938 AI \u092e\u0949\u0921\u0932 \u0924\u0947\u091c\u0940 \u0938\u0947 \u092a\u094d\u0930\u092e\u0941\u0916 \u0939\u094b\u0924\u0947 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, NPU \u0915\u0940 \u092d\u0942\u092e\u093f\u0915\u093e \u092e\u0939\u0924\u094d\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0935\u0947 \u0938\u0940\u0927\u0947 \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u092a\u0930 <\/span><b>AI-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u0924\u0930\u0926\u093e\u092f\u0940 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964<\/b><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0938\u0902\u0926\u0930\u094d\u092d\u00a0 Apple \u0926\u094d\u0935\u093e\u0930\u093e iPad Pro \u092e\u0947\u0902 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0940 \u0917\u0908 M4 \u091a\u093f\u092a (M4 chip) \u092e\u0947\u0902 16-\u0915\u094b\u0930 \u0928\u094d\u092f\u0942\u0930\u0932 \u0907\u0902\u091c\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948, \u091c\u093f\u0938\u0947 Apple \u0926\u094d\u0935\u093e\u0930\u093e \u2018\u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f\u2019 (Neural Processing Unit-NPU) \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u0902\u0926\u0930\u094d\u092d\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f (NPU) \u092a\u0930\u093f\u091a\u092f: \u090f\u0915 \u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f \u090f\u0915 \u0938\u092e\u0930\u094d\u092a\u093f\u0924 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u0930 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0947 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915&hellip; <a class=\"more-link\" href=\"https:\/\/pwonlyias.com\/hi\/current-affairs\/neural-processing-unit\/\">Continue reading <span class=\"screen-reader-text\">\u0928\u094d\u092f\u0942\u0930\u0932 \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u092f\u0942\u0928\u093f\u091f<\/span><\/a><\/p>\n","protected":false},"author":37,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4818],"tags":[],"paper":[4828],"subject":[4836],"acf":[],"_links":{"self":[{"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/posts\/105421"}],"collection":[{"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/users\/37"}],"replies":[{"embeddable":true,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/comments?post=105421"}],"version-history":[{"count":1,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/posts\/105421\/revisions"}],"predecessor-version":[{"id":105422,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/posts\/105421\/revisions\/105422"}],"wp:attachment":[{"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/media?parent=105421"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/categories?post=105421"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/tags?post=105421"},{"taxonomy":"paper","embeddable":true,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/paper?post=105421"},{"taxonomy":"subject","embeddable":true,"href":"https:\/\/pwonlyias.com\/hi\/wp-json\/wp\/v2\/subject?post=105421"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}