Robert Fasthuber's Books

Energy-Efficient Communication Processors

Design and Implementation for Emerging Wireless Systems

By: Robert Fasthuber,Francky Catthoor,Praveen Raghavan,Frederik Naessens

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Energy-Efficient Communication Processors

Design and Implementation for Emerging Wireless Systems

By: Robert Fasthuber,Francky Catthoor,Praveen Raghavan,Frederik Naessens

This book describes a new design approach for energy-efficient, Domain-Specific Instruction set Processor (DSIP) architectures for the wireless baseband domain. The innovative techniques presented enable co-design of algorithms, architectures and technology, for efficient implementation of the most advanced technologies. To demonstrate the feasibility of the author’s design approach, case studies are included for crucial functionality of advanced wireless systems with increased computational performance, flexibility and reusability. Designers using this approach will benefit from reduced development/product costs and greater scalability to future process technology nodes.

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Page Count

306

Publisher

Springer Science & Business Media

Published Date

ISBN 10

1461449928

ISBN 13

9781461449928

Deep Learning for Computer Architects

By: Brandon Reagen,Robert Adolf,Paul Whatmough,Gu-Yeon Wei,David Brooks

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Deep Learning for Computer Architects

By: Brandon Reagen,Robert Adolf,Paul Whatmough,Gu-Yeon Wei,David Brooks

Machine learning, and specifically deep learning, has been hugely disruptive in many fields of computer science. The success of deep learning techniques in solving notoriously difficult classification and regression problems has resulted in their rapid adoption in solving real-world problems. The emergence of deep learning is widely attributed to a virtuous cycle whereby fundamental advancements in training deeper models were enabled by the availability of massive datasets and high-performance computer hardware. This text serves as a primer for computer architects in a new and rapidly evolving field. We review how machine learning has evolved since its inception in the 1960s and track the key developments leading up to the emergence of the powerful deep learning techniques that emerged in the last decade. Next we review representative workloads, including the most commonly used datasets and seminal networks across a variety of domains. In addition to discussing the workloads themselves, we also detail the most popular deep learning tools and show how aspiring practitioners can use the tools with the workloads to characterize and optimize DNNs. The remainder of the book is dedicated to the design and optimization of hardware and architectures for machine learning. As high-performance hardware was so instrumental in the success of machine learning becoming a practical solution, this chapter recounts a variety of optimizations proposed recently to further improve future designs. Finally, we present a review of recent research published in the area as well as a taxonomy to help readers understand how various contributions fall in context.

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Page Count

109

Publisher

Springer Nature

Published Date

ISBN 10

3031017560

ISBN 13

9783031017568

Energy-Efficient Communication Processors

Design and Implementation for Emerging Wireless Systems

By: Robert Fasthuber,Francky Catthoor,Praveen Raghavan,Frederik Naessens

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Energy-Efficient Communication Processors

Design and Implementation for Emerging Wireless Systems

By: Robert Fasthuber,Francky Catthoor,Praveen Raghavan,Frederik Naessens

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

306

Publisher

Springer Science & Business Media

Published Date

ISBN 10

1461449928

ISBN 13

9781461449928

Book's by Robert Fasthuber

Energy-Efficient Communication Processors

Energy-Efficient Communication Processors

Deep Learning for Computer Architects

Deep Learning for Computer Architects

Energy-Efficient Communication Processors

Energy-Efficient Communication Processors

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