Edge Image‑Classification Pipeline
Converted ResNet‑50 model to TensorRT for Nvidia Jetson fleet. On‑device inference at 24 FPS enables real‑time sorting in warehouses. Deployed OTA rollout system with staged Canary groups. Accuracy improved from 88 % to 94 % post‑quantisation. Energy draw reduced 17 % per unit.

Process
1
Product Scope
Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...
2
Product Rationale
Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...
3
Clickable Prototype
Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...
4
Full Development
Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...
5
Iterations
Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...






Celery
Next.js
PostgreSQL
Redis
Tailwind
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Valentina Rossi
Logistics Innovation Lead
Real‑time classification on the edge cut sorting errors by 40 %. Energy savings pay for the hardware refresh in under a year.