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Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices
Language: en
Pages: 143
Authors: Geancarlo Abich
Categories: Technology & Engineering
Type: BOOK - Published: 2023-01-01 - Publisher: Springer Nature

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This book describes an extensive and consistent soft error assessment of convolutional neural network (CNN) models from different domains through more than 14.8
TinyML
Language: en
Pages: 504
Authors: Pete Warden
Categories: Computers
Type: BOOK - Published: 2019-12-16 - Publisher: O'Reilly Media

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Deep learning networks are getting smaller. Much smaller. The Google Assistant team can detect words with a model just 14 kilobytes in size—small enough to ru
IoT Fundamentals
Language: en
Pages: 782
Authors: David Hanes
Categories: Computers
Type: BOOK - Published: 2017-05-30 - Publisher: Cisco Press

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Today, billions of devices are Internet-connected, IoT standards and protocols are stabilizing, and technical professionals must increasingly solve real problem
Federated Learning
Language: en
Pages: 189
Authors: Qiang Qiang Yang
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Type: BOOK - Published: 2022-06-01 - Publisher: Springer Nature

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How is it possible to allow multiple data owners to collaboratively train and use a shared prediction model while keeping all the local training data private? T
Compact and Fast Machine Learning Accelerator for IoT Devices
Language: en
Pages: 149
Authors: Hantao Huang
Categories: Technology & Engineering
Type: BOOK - Published: 2018-12-07 - Publisher: Springer

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This book presents the latest techniques for machine learning based data analytics on IoT edge devices. A comprehensive literature review on neural network comp