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This lecture explores the application of Artificial Intelligence and Intelligent Systems in the field of Health and Medicine, focusing on predicting heart attacks and detecting skin cancer using deep learning models. It emphasizes the importance of collaborations between EPFL and medical professionals, addressing challenges such as scarce data and noisy labels.