Causal Inference, Machine Learning, Azure, Microsoft, Data Science.
covariate shift. Instrumental variables (IV) Experiments require that treatments be randomly assigned to units. Many causal algorithms under an assumption of unconfoundedness require us to measure every possible confounder, which is often impossible in practice. What do we do if we cannot do an