Edge deployment checklist for CV teams
A pragmatic checklist to take models from lab to edge devices.
Pre-deployment
- Lock dataset + versioned artifacts
- Export to ONNX; validate numerics
- Calibrate for INT8; verify ΔmAP
Device
- Container image with pinned CUDA/cuDNN
- Health checks & watchdog
- Remote logs + metrics
Post-deploy
- A/B rollout; rollback plan
- Telemetry for data-drift