DevOps
Workflow Best Practices
- Version Everything
- Code, data, models, environments
- Enable reproducibility and rollbacks
- Automate Testing
- Data validation checks
- Model performance benchmarks
- Integration tests for pipelines
- Build CI/CD Pipelines
- Automate model training
- Enable continuous deployment
- Support A/B testing
- Implement Monitoring
- Data drift detection
- Model performance metrics
- System resource utilization
- Enable Collaboration
- Shared tools and practices
- Cross-functional visibility
- Knowledge transfer