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Edge AI - Convergence of Edge Computing and Artificial Intelligence (Hardcover, 1st ed. 2020)
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Edge AI - Convergence of Edge Computing and Artificial Intelligence (Hardcover, 1st ed. 2020)
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As an important enabler for changing people's lives, advances in
artificial intelligence (AI)-based applications and services are on
the rise, despite being hindered by efficiency and latency issues.
By focusing on deep learning as the most representative technique
of AI, this book provides a comprehensive overview of how AI
services are being applied to the network edge near the data
sources, and demonstrates how AI and edge computing can be mutually
beneficial. To do so, it introduces and discusses: 1) edge
intelligence and intelligent edge; and 2) their implementation
methods and enabling technologies, namely AI training and inference
in the customized edge computing framework. Gathering essential
information previously scattered across the communication,
networking, and AI areas, the book can help readers to understand
the connections between key enabling technologies, e.g. a) AI
applications in edge; b) AI inference in edge; c) AI training for
edge; d) edge computing for AI; and e) using AI to optimize edge.
After identifying these five aspects, which are essential for the
fusion of edge computing and AI, it discusses current challenges
and outlines future trends in achieving more pervasive and
fine-grained intelligence with the aid of edge computing.
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