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In recent years, the healthcare industry has been revolutionized by using Artificial Intelligence (AI) to improve patient outcomes, reduce costs, and streamline workflows. However, the successful implementation of AI in healthcare has its challenges. This talk will explore some real-life use cases of AI in the healthcare sector, delving into how more interpretable models and a tight feedback loop can help gain the trust of key stakeholders, including clinicians, driving adoption and the success of AI solutions.