Real-time detection for people, weapons, suspicious objects (YOLOv11).
Temporal behavior modeling (LSTM / TimeSformer) for context-aware alerts.
Secure dashboard with RBAC, audit history, exportable reports.
Multi-camera scaling and low-latency GPU inference.
My role
End-to-end system & model design, training pipeline and evaluation.
Dashboard UX for live streams, alert review, history filtering and reports.
Deployment with CI/CD, observability, threshold & latency tuning.
Results
Fewer noisy alerts after temporal filtering & calibration.
Sub-second response across concurrent streams (GPU-accelerated).
Faster incident triage via exportable PDF/CSV and search filters.
YOLOv11Temporal ModelsRTSPFastAPICUDAMLflowDocker
Screens
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Are You Ready to kickstart your project with a touch of magic?
Reach out and let's make it happen ✨. I'm also available for full-time or Part-time opportunities to push the boundaries of design and deliver exceptional work.
