ShelfWatch
- Fine-tuned and deployed YOLOv11 on AWS EKS for dense retail product detection.
- Scalable inference service using Helm + ArgoCD (GitOps-driven deployments).
- 4× CPU inference speedup and 70–90% cost savings via INT8 quantization, AMX and Spot diversification.
- Canary releases with Argo Rollouts + smoke tests; Loki/Prometheus/Grafana for logging and observability.
- DevSecOps in GitHub Actions with Trivy and pip-audit for secure ECR promotion.