Deep Generative Models in Medicine - CGSI 2023

Deep Generative Models in Medicine - CGSI 2023

Explore deep generative models in medicine through this 32-minute conference talk from the Computational Genomics Summer Institute. Delve into the fundamentals of generative models, their applications in healthcare, and advanced concepts like robustness, interpretability, and missing data imputation. Examine the potential of large language models in biomedical text generation and mining. Investigate diffusion models, their training processes, and the Diffusion ELBO. Learn about multivariate diffusions, automatic mean and covariance calculations, and conditioning techniques. Gain insights into recent advancements in molecular discovery using generative models and their challenges in the biomedical field.