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Mobile Edge Artificial Intelligence
Opportunities and Challenges
Presents recent advances in wireless technologies and nonconvex optimization techniques for designing efficient edge AI systems
Yuanming Shi (Author), Kai Yang (Author), Zhanpeng Yang (Author), Yong Zhou (Author)
9780128238172
Paperback, published 17 August 2021
206 pages
22.9 x 15.2 x 1.4 cm, 0.34 kg
Approx.188 pages
I. Introduction and Overview 1. Primer on Artificial Intelligence 2. Overview of Edge AI Systems II. Edge Inference 3. Model Compression for On-Device Inference 4. Wireless MapReduce for Device Distributed Inference 5. Wireless Cooperative Transmission for Edge Inference III. Edge Training 6. Over-the-Air Computation for Federated Learning 7. Blind Over-the-Air Computation for Federated Learning 8. Reconfigurable Intelligent Surface Aided Federated Learning System IV. Future Directions 9. Communication-Efficient Algorithms for Edge AI 10. Future Research Directions
Subject Areas: Artificial intelligence [UYQ]
