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BrainChip’s IP for Targeting AI Applications at the Edge

Brains and Machines

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Innovations in Temporal Processing with TENS

This chapter explores the TENS approach to temporal processing, emphasizing its advantages in tasks requiring real-time predictions without manipulating post-results. It contrasts the performance of TENS with traditional and other contemporary AI models like Mamba, showcasing its efficiency in memory management and edge deployment. The discussion highlights the significance of recurrent processing and introduces the integration of Transformers, demonstrating how TENS achieves high performance with reduced resource requirements.

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