Senior Machine Learning Engineer, Causal & Decision Systems
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Summary
Design and deploy ML systems that use causal inference and optimization to choose business actions, evaluate policies, and measure economic impact in production.
- Apply constrained optimization with business constraints
- Build causal decision systems
- Choose actions and update policies from outcomes
- Deploy production machine learning with monitoring and automated deployment
- Estimate causal effects and uncertainty
- Evaluate challenger policies before deployment
- Perform counterfactual and off policy evaluation
- Run controlled experiments and measure economic lift
