What are model versioning strategies in production?
Reviewed by Jason Burns, Editorial Steward · Last updated
Model versioning strategies include semantic versioning of trained artifacts, immutable model registries, environment pinning of dependencies, and traffic-based rollout patterns like blue-green, canary, and shadow to move safely between versions.