Context
Citywide traffic analytics ran purely in cloud GPUs with high storage costs. The agency needed to expand coverage without expanding budget.
Approach
- •Edge batching on Jetson; Triton/DeepStream pipelines
- •Hybrid edge↔cloud sync; cold-tier storage
- •Model schedule + accuracy monitoring; canary rollouts