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This Special Issue aims to collect novel ideas on exploiting the big data available in healthcare domains to develop more robust and responsive information systems for healthcare practitioners that will enhance the delivery of quality and more effective treatments for patients. Research areas may include (but not limited to) deep learning, machine learning, federated learning, and continuous machine learning. Submissions should be made online at www.mdpi.com and accepted papers will be published continuously in the journal.