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This article discusses the recent advancements in artificial intelligence and technologies for monitoring and diagnosing health. It focuses on the challenges and opportunities in using machine learning techniques for biomedical applications and predicting diagnosis or prognosis from medical images or signals. The goal of this Special Issue is to publish original manuscripts and the latest research in this field.