Presentation at the CUHK-Shenzhen, Long Feng Science Forum on “Generative models for protein fitness prediction”. The talk is structured around two papers: “Disease variant prediction with deep generative models of evolutionary data” and “Tranception: Protein Fitness Prediction with Autoregressive Transformers and Inference-time Retrieval”