Monitoring ML Models: Drift, Performance & Observability in MLOps and Production AI
Why Monitoring is Critical
ML models degrade over time due to changing data patterns.
Types of Drift
- Data Drift
- Concept Drift
Metrics to Track
- Accuracy
- Latency
- Error rates
Monitoring ensures long-term model reliability.

