Resource-efficient Deep Learning
Language: en
Pages: 0
Authors: Dongkuan Xu
Categories:
Type: BOOK - Published: 2022 - Publisher:

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The phenomenal success of deep learning in the past decade has been mostly driven by the construction of increasingly large deep neural network models. These mo
Resource-efficient Execution of Deep Learning Computations
Language: en
Pages: 0
Authors: Deepak Narayanan
Categories: Computer scheduling
Type: BOOK - Published: 2021 - Publisher:

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Deep Learning models have enabled state-of-the-art results across a broad range of applications. Training these models, however, is extremely time- and resource
Resource Efficient and Error Resilient Neural Networks
Language: en
Pages: 142
Authors: Jeng-Hau Lin
Categories:
Type: BOOK - Published: 2019 - Publisher:

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The entangled guardbands in terms of timing specification and energy budget ensure a system against faults, but the guardbands, meanwhile, impede the advance of
Efficient Processing of Deep Neural Networks
Language: en
Pages: 254
Authors: Vivienne Sze
Categories: Technology & Engineering
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

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This book provides a structured treatment of the key principles and techniques for enabling efficient processing of deep neural networks (DNNs). DNNs are curren
Digital Technologies for a Resource Efficient Economy
Language: en
Pages: 346
Authors: Ordóñez de Pablos, Patricia
Categories: Business & Economics
Type: BOOK - Published: 2024-05-06 - Publisher: IGI Global

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In an era marked by escalating environmental concerns and the imperative for sustainable development, a pressing challenge looms large: the urgent need for tran