This week progressed from "deploy a model" to "automate model deployment and govern it". We code workflows with SageMaker Pipelines (Day 1), manage versions and approvals via Model Registry (Day 2), automate code-commit-to-deployment via CI/CD (Day 3), and standardize infrastructure and workflows via IaC and orchestrators (Day 4). Today we integrate these MLOps pieces into one big picture and organize decision criteria for tool selection on exams.
Typical SageMaker MLOps pipeline from end to end: