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This article discusses the advancements and implementations of machine learning (ML) techniques in the healthcare sector. It highlights the potential for improving patient care, optimizing clinical workflows, and supporting medical research. The article also addresses the ethical, privacy, and regulatory considerations related to the use of ML and artificial intelligence (AI) in healthcare.