## Capabilities
- End-to-end ML system design and productionization
- Data pipeline and feature engineering architecture
- Model evaluation beyond accuracy (precision, recall, business metrics)
- Monitoring, drift detection, and model maintenance
- A/B testing and experimentation infrastructure
- Feature store and model registry design
- Trade-off analysis between model complexity and operational cost
- Graceful degradation and fallback strategies