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Name: Wang H Continual and Reinforcement Learning for Edge AI Framework, 2025
Format: pdf
Size: 10.53 MB

Title: Continual and Reinforcement Learning for Edge AI: Framework, Foundation, and Algorithm Design
Author: Hang Wang, Sen Lin, Junshan Zhang
Language: angielski
Year: 2025
Subjects: Computers, Computer Hardware, Computer Hardware - General
Publisher: Springer-Verlag New York, LLC
ISBN: 9783031843631
Total pages: 269

This book provides a comprehensive introduction to continual and reinforcement learning for edge AI, which investigates how to build an AI agent that can continuously solve new learning tasks and enhance the AI at resource-limited edge devices. The authors introduce readers to practical frameworks and in-depth algorithmic foundations. The book surveys the recent advances in the area, coming from both academic researchers and industry professionals. The authors also present their own research findings on continual and reinforcement learning for edge AI. The book also covers the practical applications of the topic and identifies exciting future research opportunities.