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Deep Learning: Hardware Design (2nd edition)

Deep Learning: Hardware Design (2nd edition)
Paperback
Author:
Albert Liu Oscar Law
Publisher:
Independently published
Release Date:
2020
ISBN-13:
9798623079701

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About Deep Learning: Hardware Design (2nd edition)

Second Edition.With the Convolutional Neural Network (CNN) breakthrough in 2012, the deep learning is widely appliedto our daily life, automotive, retail, healthcare and finance. In 2016, Alpha Go with ReinforcementLearning (RL) further proves new Artificial Intelligent (AI) revolution gradually changes our society, likepersonal computer (1977), internet (1994) and smartphone (2007) before. However, most of effortfocuses on software development and seldom addresses the hardware challenges: - Big input data- Deep neural network- Massive parallel processing- Reconfigurable network- Memory bottleneck- Intensive computation- Network pruning- Data sparsityThis book reviews various hardware designs range from CPU, GPU to NPU and list out special features toresolve above problems. New hardware can be evolved from those designs for performance and powerimprovement- Parallel architecture…

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