Versioning Strategies for Packaged Models in MLOps and Production AI
Why Version Packaged Models?
Multiple model versions may run simultaneously during A/B testing or staged rollout.
Versioning Benefits
- Rollback capability
- Deployment transparency
- Performance tracking
Clear versioning ensures reliable model lifecycle management.

