Machine Learning, Causal Inference, Meta Learning, Instruments, Observational Studies.
functions. Distinct from doubly robust learner and meta learners, this method can be applied to both discrete and continuous treatment types. The method reduces the problem to first estimating two predictive tasks: Predicting the outcome from the controls Predicting the treatment from the controls