Applied Causal Inference & Uplift Modeling

  • Causal ML in Production: A/B testing pitfalls, Simpson’s paradox.

  • Uplift Modeling: Net lift estimation for interventions.

  • DoWhy & Causal Discovery: Counterfactual analysis in ML pipelines.