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Secure your expertise in the next wave of computing with this essential book, which provides a comprehensive guide to Edge AI, detailing its foundational concepts, deployment strategies, and real-world applications for revolutionizing performance and privacy across various industries. Edge AI has the potential to bring the computational power of AI algorithms closer to where data is generated, processed, and utilized. Traditionally, AI models are deployed in centralized cloud environments, leading to latency issues, bandwidth constraints, and privacy concerns. Edge AI addresses these limitations by enabling AI inference and decision-making directly on edge devices, such as smartphones, IoT sensors, and edge servers. Despite its challenges, edge AI presents numerous opportunities across various domains. From real-time health monitoring and predictive maintenance in industrial IoT to personalized recommendations in retail and immersive experiences in augmented reality, edge AI has the potential to revolutionize how we interact with technology. This book aims to provide a comprehensive exploration of edge AI, covering its foundational concepts, development frameworks, deployment strategies, security considerations, ethical implications, emerging trends, and real-world applications. This guide is essential for anyone pushing the boundaries to leverage edge computing for enhanced performance and efficiency. Readers will find this volume: Dives deep into the world of edge AI with a comprehensive exploration covering foundational concepts, development frameworks, deployment strategies, security considerations, ethical implications, governance frameworks, optimization techniques, and real-world applications; Offers practical guidance on implementing edge AI solutions effectively in various domains, including architecture design, development frameworks, deployment strategies, and optimization techniques; Explores concrete examp
Edge AI represents a paradigm shift in computing, moving artificial intelligence processing from centralized clouds to decentralized edge devices. This book provides a comprehensive guide to understanding and implementing Edge AI, addressing the latency, bandwidth, and privacy issues inherent in traditional cloud-based AI. It explores foundational concepts, development frameworks, deployment strategies, security, ethical implications, and emerging trends, offering practical insights for revolutionizing performance and privacy across industries. The authors detail how Edge AI enables real-time decision-making on devices like smartphones and IoT sensors, unlocking new possibilities in healthcare, industrial automation, retail, and augmented reality.
This book is positioned as an essential guide for professionals seeking to master Edge AI, offering a deep dive into its technical and practical aspects. The content covers a broad spectrum from fundamental principles to advanced deployment and ethical considerations, aiming to equip readers with the knowledge to leverage Edge AI for enhanced performance and privacy. It promises practical guidance and concrete examples, making it a valuable resource for those at the forefront of computing innovation. The comprehensive scope suggests it is intended for a technically-minded audience looking to implement or understand Edge AI solutions.
Page Count:
0
Publication Date:
2025-11-06
Publisher:
Wiley Global Research (STMS)
ISBN-10:
1394355017
ISBN-13:
9781394355013
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