Deep Learning and Generative AI for Healthcare

4.0 credits

This course will focus on deep learning technologies as applied to healthcare. The course will start with the basics of deep learning, then move to the use of using CNNs to process a variety of medical images for tasks such as classification, regression, and segmentation. Applications of deep learning for NLP will cover how to apply deep learning to clinical notes, radiology reports, etc., for text summarization, context review, and other inference tasks. The project exercises will also introduce students to text mining concepts applied to healthcare data. Emerging deep learning models including transformers, LLMs and an introduction to Generative AI will also be presented.