HCA 5600 Advanced Machine Learning for Healthcare
Healthcare is one of the most promising application domains of artificial intelligence, with transformative potential in areas ranging from medical image analysis to electronic health records-based prediction and precision medicine. This course will involve a deep dive into recent advances in AI in healthcare, focusing in particular on deep learning approaches for healthcare problems. You are expected to learn deep learning models such as deep neural networks, convolutional neural networks, recurrent neural networks, autoencoders, attention models, graph neural networks, and deep generative models. You will also get a chance to learn different healthcare applications using deep learning methods such as clinical predictive models, computational phenotyping, patient risk stratification, treatment recommendation, clinical natural language processing, and medical imaging analysis. This course will focus on hands-on experiences for data scientists and machine learning engineers to implement various practical healthcare models on diverse medical data. Offered online, synchronously.