Deep Learning on Edge Computing Devices

Design Challenges of Algorithm and Architecture

By: Cong Shi, Xichuan Zhou, Ji Liu, Haijun Liu

Write A Review

Paperback | 7 February 2022 | Edition Number 1

At a Glance

Paperback
198 Pages

Dimensions(cm)
22.86 x 15.24 x 1.27

Paperback

RRP $341.95

$303.75

11%OFF

or 4 interest-free payments of $75.94 with

or

Ships in 5 to 7 business days

Deep Learning on Edge Computing Devices: Design Challenges of Algorithm and Architecture focuses on hardware architecture and embedded deep learning, including neural networks. The title helps researchers maximize the performance of Edge-deep learning models for mobile computing and other applications by presenting neural network algorithms and hardware design optimization approaches for Edge-deep learning. Applications are introduced in each section, and a comprehensive example, smart surveillance cameras, is presented at the end of the book, integrating innovation in both algorithm and hardware architecture. Structured into three parts, the book covers core concepts, theories and algorithms and architecture optimization.

This book provides a solution for researchers looking to maximize the performance of deep learning models on Edge-computing devices through algorithm-hardware co-design.

Focuses on hardware architecture and embedded deep learning, including neural networks
Brings together neural network algorithm and hardware design optimization approaches to deep learning, alongside real-world applications
Considers how Edge computing solves privacy, latency and power consumption concerns related to the use of the Cloud
Describes how to maximize the performance of deep learning on Edge-computing devices
Presents the latest research on neural network compression coding, deep learning algorithms, chip co-design and intelligent monitoring

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $79.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.