Three Routes to One Answer: Reconciling AIPW, TMLE, and Double Machine Learning for Applied Researchers

Augmented inverse-probability weighting (AIPW), targeted maximum likelihood estimation (TMLE), and double/debiased machine learning (DML) are three routes to the same efficient influence function for the average treatment effect --- settled theory we treat as background. This tutorial's contribution