MLOps Pipelines: CI/CD for Models

The Code* family building model pipelines, deployment strategies with rollback, Model Registry and MLflow versioning, prompt management, retraining triggers, and KB refresh.

Content current as of 2026-10.

Lessons

1. The Code* family builds a model pipeline
2. Blue/green, canary, linear — and rolling back
3. Model Registry, MLflow, and prompt versioning
4. Retraining triggers and knowledge-base refresh

Sources

• SageMaker AI developer guide — deployment guardrails
• SageMaker AI developer guide — Model Registry
• CodePipeline user guide
• Bedrock user guide — Prompt Management