Model Drift Retraining Cycle¶
Model Ops Steward detects drift and triggers retraining through Model Architect
| Attribute | Value |
|---|---|
| Type | Feedback |
| Source Phase | Ops |
| Target Phase | Create |
| Example Personas | MOS, MAR, ESC, IOR |
Example Personas¶
- MOS — Model Ops Steward (The Model Guardian)
- MAR — Model Architect (The Model Designer)
- ESC — Experiment Scientist (The Hypothesis Tester)
- IOR — Inference Orchestrator (The Deployment Manager)
Workflow Steps¶
1. Drift Alert¶
Implementation guidance for the drift alert step of this pattern.
2. Root Cause Analysis¶
Implementation guidance for the root cause analysis step of this pattern.
3. Retraining Plan¶
Implementation guidance for the retraining plan step of this pattern.
4. Validation¶
Implementation guidance for the validation step of this pattern.
5. Redeployment¶
Implementation guidance for the redeployment step of this pattern.
When to Use This Pattern¶
Use this pattern when: - The workflow transitions from Ops to Create - The involved personas include: MOS, MAR, ESC, IOR
Related Patterns¶
See the Collaboration Pattern Library for complementary patterns.