Kuba Grudzien

Functional Graphical Models: Structure Enables Offline Data-Driven Optimization

While machine learning models are typically trained to solve prediction problems, we might often want to use them for optimization problems. For example, given a dataset of proteins and their corresponding fluorescence levels, we might want to optimize for a new protein with the highest possible flu…