Optimization of Spiking Neural Networks for Radar Applications free ebook download.

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Optimization of Spiking Neural Networks for Radar Applications free ebook download

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Author(s):	Muhammad Arsalan

Date:	2024	Format:	pdf	Language:	English	ISBN/ASIN:	3658453176
Pages:	260	OCR:		Quality:		ISBN13:
Uploader:	alex21s	Upload Date:	9/4/2024 7:52:11 AM

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3658453176 pdf
3658453176 pdf
This book offers a comprehensive exploration of the transformative role that edge devices play in advancing Internet of Things (IoT) applications. By providing real-time processing, reduced latency, increased efficiency, improved security, and scalability, edge devices are at the forefront of enabling IoT growth and success. As the adoption of AI on the edge continues to surge, the demand for real-time data processing is escalating, driving innovation in AI and fostering the development of cutting-edge applications and use cases. Delving into the intricacies of traditional deep neural network (deepNet) approaches, the book addresses concerns about their energy efficiency during inference, particularly for edge devices. The energy consumption of deepNets, largely attributed to Multiply-accumulate (MAC) operations between layers, is scrutinized. Researchers are actively working on reducing energy consumption through strategies such as tiny networks, pruning approaches, and weight quantization. Additionally, the book sheds light on the challenges posed by the physical size of AI accelerators for edge devices. The central focus of the book is an in-depth examination of SNNs' capabilities in radar data processing, featuring the development of optimized algorithms.
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	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3270440	Book	https://nitroflare.com/view/4E6C80F3F8B3...		0.00	alex21s

Tags: Applications Networks Neural Optimization Radar Spiking

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