Federated Learning with Python: Design and implement a federated learning system and develop applications using (repost)
Federated Learning with Python:
Design and implement a federated learning system and develop applications using existing frameworks
English | 2022 | ISBN: 180324710X | 326 Pages | PDF EPUB (True) | 18 MB
Design and implement a federated learning system and develop applications using existing frameworks
English | 2022 | ISBN: 180324710X | 326 Pages | PDF EPUB (True) | 18 MB
FL is more than just aggregating collected ML models and bringing them back to the distributed agents. This book teaches you about all the essential basics of FL and shows you how to design distributed systems and learning mechanisms carefully so as to synchronize the dispersed learning processes and synthesize the locally trained ML models in a consistent manner. This way, you'll be able to create a sustainable and resilient FL system that can constantly function in real-world operations. This book goes further than simply outlining FL's conceptual framework or theory, as is the case with the majority of research-related literature.