Unit 12: Lifecycle Management & Change Tracking for AI Systems
The key to lifecycle traceability? Version control + documentation + logs.
Best Practices:
Tag every production model with a unique ID
Log training datasets, scripts, and parameters
Keep a changelog for performance shifts and retraining
Use automated versioning tools (e.g., DVC, MLflow, Git LFS)
