Model Evaluation Strategies for Production AI in MLOps and Production AI
Beyond Basic Metrics
Simple accuracy metrics may not reflect real-world performance.
Advanced Evaluation Techniques
- Cross-validation
- Confusion matrix analysis
- ROC and precision-recall curves
- Bias and fairness testing
Robust evaluation ensures safe deployment of ML systems.

