ML to DevOps Deployment¶
Model artifact delivery from ML lifecycle to DevOps for production deployment
| Attribute | Value |
|---|---|
| Type | Handoff |
| Source Phase | Build |
| Target Phase | Ops |
| Example Personas | ESC, IOR, PBD, DVE |
Example Personas¶
- ESC — Experiment Scientist (The Hypothesis Tester)
- IOR — Inference Orchestrator (The Deployment Manager)
- PBD — Pipeline Builder (The CI/CD Architect)
- DVE — DevOps Engineer (The Infrastructure Operator)
Workflow Steps¶
1. Model Registry¶
Implementation guidance for the model registry step of this pattern.
2. Deployment Config¶
Implementation guidance for the deployment config step of this pattern.
3. CI/CD Integration¶
Implementation guidance for the ci/cd integration step of this pattern.
4. Canary Strategy¶
Implementation guidance for the canary strategy step of this pattern.
5. Rollback Plan¶
Implementation guidance for the rollback plan step of this pattern.
When to Use This Pattern¶
Use this pattern when: - The workflow transitions from Build to Ops - The involved personas include: ESC, IOR, PBD, DVE
Related Patterns¶
See the Collaboration Pattern Library for complementary patterns.