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This article discusses the recent advancements in machine learning and explainable artificial intelligence for personalized healthcare approaches. It focuses on the application of advanced ML methods for analyzing biomedical data sets and the importance of XAI in healthcare applications. The Special Issue aims to bring together original research and review papers on current breakthroughs in MI and XAI in healthcare.