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Embark on a groundbreaking exploration of machine learning's avant-garde realms tailored for real-time datasets. This book unveils unique research areas where the immediacy of data is paramount. From adaptive algorithms for evolving streams to ethics in real-time decision-making, traverse uncharted territories where machine learning converges with the pulse of live data. Delve into anomaly detection in real-time, federated learning for distributed streams, and the fusion of AI with edge computing. This resource is a compass for researchers seeking to redefine the boundaries of machine learning in the context of dynamic, real-time datasets. Ignite your curiosity and shape the future of AI at the speed of now.