Efficient Processing of Deep Neural Networks (Synthesis Lectures on Computer Architecture) free ebook download.

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Efficient Processing of Deep Neural Networks (Synthesis Lectures on Computer Architecture) free ebook download

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Author(s):	Vivienne Sze

Date:	2024	Format:	epub	Language:	English	ISBN/ASIN:	1681738333
Pages:	341	OCR:		Quality:		ISBN13:
Uploader:	stirkout	Upload Date:	8/26/2024 2:13:05 AM

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1681738333 epub
1681738333 epub
This book provides a structured treatment of the key principles and techniques for enabling efficient processing of deep neural networks (DNNs). DNNs are currently widely used for many artificial intelligence (AI) applications, including computer vision, speech recognition, and robotics. While DNNs deliver state-of-the-art accuracy on many AI tasks, it comes at the cost of high computational complexity. Therefore, techniques that enable efficient processing of deep neural networks to improve key metricssuch as energy-efficiency, throughput, and latencywithout sacrificing accuracy or increasing hardware costs are critical to enabling the wide deployment of DNNs in AI systems.
The book includes background on DNN processing  a description and taxonomy of hardware architectural approaches for designing DNN accelerators  key metrics for evaluating and comparing different designs  features of DNN processing that are amenable to hardware/algorithm co-design to improve energy efficiency and throughput  and opportunities for applying new technologies. Readers will find a structured introduction to the field as well as formalization and organization of key concepts from contemporary work that provide insights that may spark new ideas.
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Tags: Architecture Computer Deep Efficient Lectures Networks Neural Processing Synthesis

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