I will build an ai cctv safety system to detect ppe violations in real time

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Syed Hashim
build an ai cctv safety system to detect ppe violations in real time
build an ai cctv safety system to detect ppe violations in real time
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build an ai cctv safety system to detect ppe violations in real timebuild an ai cctv safety system to detect ppe violations in real timebuild an ai cctv safety system to detect ppe violations in real time

About this gig

Are workers on your site wearing helmets and safety vests or are you just hoping they are?


Manual safety checks miss violations that happen in seconds. I'll build a real-time AI safety system using YOLOv8 that monitors your CCTV feeds and flags violations the moment they happen.


WHAT IT DETECTS:

  • Safety helmets and hi-vis vests
  • Fall detection and worker tracking
  • Restricted zone violations
  • Vehicle proximity alerts
  • Multiple workers simultaneously


WHAT YOU GET:

  • YOLOv8 / YOLOv9 model (pre-trained or custom)
  • Live RTSP / webcam / IP camera support
  • GPU-accelerated inference (NVIDIA CUDA)
  • FastAPI backend with violation alerts and logs
  • Multi-camera support
  • Full source code, clean and commented


Built for construction sites, factories, warehouses, oil & gas, and any workplace with mandatory PPE compliance.


  • Deployed in production for real industrial environments. Message me with your camera setup before ordering.


Not sure if this fits your setup? Message me and I'll run a free demo on a sample video or image from your site no commitment needed.

  • AI engine

    • YOLO

  • Programming language

    • Python
    • PyTorch

Get to know Syed Hashim

Syed Hashim

I build production ready AI systems, RAG chatbots, computer vision, ML APIs

  • FromPakistan
  • Member sinceAug 2022
  • Avg. response time1 hour

  • Languages

    English, Urdu, Hindi
Senior AI Engineer with 3+ years in production — not demos, real deployments. At IMARAT Group I built live computer vision pipelines for industrial safety monitoring. On Upwork I've delivered RAG chatbots, ML APIs, and OCR systems for clients across construction, healthcare, and finance. I specialise in: — RAG chatbots (GPT-4o, LangChain) — Real-time object detection (YOLOv8) — ML model deployment (FastAPI) — AI document extraction (OCR) Clean code. Full docs. Systems that run in production. Message me — I respond within the hour.

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