Deep Learning Model Optimization, Deployment and Improvement Techniques for Edge-native Applications

Deep Learning Model Optimization, Deployment and Improvement Techniques for Edge-native Applications
Author: Pethuru Raj
Publisher: Cambridge Scholars Publishing
Total Pages: 427
Release: 2024-08-22
Genre: Computers
ISBN: 1036409619


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The edge AI implementation technologies are fast maturing and stabilizing. Edge AI digitally transforms retail, manufacturing, healthcare, financial services, transportation, telecommunication, and energy. The transformative potential of Edge AI, a pivotal force in driving the evolution from Industry 4.0’s smart manufacturing and automation to Industry 5.0’s human-centric, sustainable innovation. The exploration of the cutting-edge technologies, tools, and applications that enable real-time data processing and intelligent decision-making at the network’s edge, addressing the increasing demand for efficiency, resilience, and personalization in industrial systems. Our book aims to provide readers with a comprehensive understanding of how Edge AI integrates with existing infrastructures, enhances operational capabilities, and fosters a symbiotic relationship between human expertise and machine intelligence. Through detailed case studies, technical insights, and practical guidelines, this book serves as an essential resource for professionals, researchers, and enthusiasts poised to harness the full potential of Edge AI in the rapidly advancing industrial landscape.


Deep Learning Model Optimization, Deployment and Improvement Techniques for Edge-native Applications
Language: en
Pages: 427
Authors: Pethuru Raj
Categories: Computers
Type: BOOK - Published: 2024-08-22 - Publisher: Cambridge Scholars Publishing

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The edge AI implementation technologies are fast maturing and stabilizing. Edge AI digitally transforms retail, manufacturing, healthcare, financial services, t
Improving the Robustness and Accuracy of Deep Learning Deployment on Edge Devices
Language: en
Pages:
Authors: Eyal Cidon
Categories:
Type: BOOK - Published: 2021 - Publisher:

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Deep learning models are increasingly being deployed on a vast array of edge devices, including a wide variety of phones, indoor and outdoor cameras, wearable d
The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry
Language: en
Pages: 516
Authors: Pethuru R. Chelliah
Categories: Computers
Type: BOOK - Published: 2023-12-27 - Publisher: John Wiley & Sons

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The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry Comprehensive resource describing how operations, outputs, and offerings of th
Deep Learning on Edge Computing Devices
Language: en
Pages: 200
Authors: Xichuan Zhou
Categories: Computers
Type: BOOK - Published: 2022-02-02 - Publisher: Elsevier

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Deep Learning on Edge Computing Devices: Design Challenges of Algorithm and Architecture focuses on hardware architecture and embedded deep learning, including
Machine Learning and Optimization Models for Optimization in Cloud
Language: en
Pages: 219
Authors: Punit Gupta
Categories: Computers
Type: BOOK - Published: 2022-02-27 - Publisher: CRC Press

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Machine Learning and Models for Optimization in Cloud’s main aim is to meet the user requirement with high quality of service, least time for computation and