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Machine learning and artificial intelligence are transformative technologies in healthcare, with the potential to revolutionize patient care and outcomes. ELLKAY interoperability expert Gurpreet Singh discusses through this article how the key to leveraging ML and AI tools is access to aggregated, validated data from various sources, ensuring data integrity. Interoperability is crucial for advancing ML and AI capabilities in healthcare, enabling seamless data exchange and actionable insights. Solutions like LKOpera enhance healthcare interoperability, transforming it into a comprehensive data management platform for ML and AI applications.