AWS — ML Model Serving
SageMaker endpoint behind API Gateway with model registry + monitoring.
Rendering…
Make it your own.
flowchart LR
Reg[(SageMaker Model Registry)] --> EP["SageMaker endpoint<br/>(autoscaling)"]
API[API Gateway] --> Auth[Lambda authorizer]
Auth --> EP
EP --> Pred[Predictions]
EP -->|capture| Mon[Model Monitor]
Mon --> Alarm{Drift?}
Alarm -- yes --> SNS[SNS / on-call]
Alarm -- no --> Mon
GT["Ground truth<br/>(labels)"] --> Mon
Pred --> Logs[(CloudWatch)]