Unit 11: Secure AI Deployment & Model Robustness
For compliance and reliability, make it easy to:
Roll back a deployment
Prove which model version made a decision
Show evidence of robustness tests
Recover quickly from failure
Use:
Version control for model artifacts
Tagged releases tied to documentation
Immutable logs with changelogs
Blue-green or canary deployment patterns