Machine learning (ML) methods, combined with large-scale electronic health databases, could enable a personalized approach to healthcare by improving patient-specific diagnosis, prognostic predictions, and treatment decisions. In this talk, I will focus on the problem of predictive inference on the effect of a treatment on individual patients using machine learning models applied to observational...