Book
Federated Deep Learning for Healthcare A Practical Guide with Challenges and Opportunities
ISBN : 9781032689555
Author : Amandeep Kaur
Publisher : Crc Press
Year : 2025
Language : English
Type : Book
Description : This book provides a practical guide to federated deep learning for healthcare including fundamental concepts, framework, and the applications comprising domain adaptation, model distillation, and transfer learning. It covers concerns in model fairness, data bias, regulatory compliance, and ethical dilemmas. It investigates several privacy-preserving methods such as homomorphic encryption, secure multi-party computation, and differential privacy. It will enable readers to build and implement federated learning systems that safeguard private medical information.
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