Short reference on the model registry in production ML systems.
Key Concepts
- Version control for models
- Staging and production promotion
- Monitoring and alerts
- Data quality assurance
Best Practices
- Always version your models
- Test before promotion
- Monitor in production
- Have rollback plans
Tools and Solutions
- MLflow Model Registry
- HuggingFace Hub
- Custom solutions