I will build ai cctv weapon, fall and threat detection systems
Building efficient, accurate, and intelligent AI models
About this Gig
I build custom AI CCTV detection and real-time video analytics systems using Computer Vision and YOLO.
Detection solutions:
- Weapon detection (guns and knives)
- Fall detection and safety monitoring
- Violence and aggressive behavior detection
- Object detection, tracking and counting
- Intrusion and restricted-zone detection
Inputs: Images, recorded videos, and compatible CCTV/IP camera streams.
Deliverables (package-dependent):
- YOLO / Computer Vision detection model
- Bounding boxes and confidence scores
- Python source code and setup guide
- Testing and optimization
- Alerts, event logs, dashboard or API integration when included in your package
Tech stack: Python, YOLO, PyTorch, OpenCV, TensorRT and FastAPI.
I test solutions against available footage. Accuracy and FPS depend on data quality, lighting, camera angle, resolution and hardware; results cannot be guaranteed for every environment.
Before ordering: Message me with your required detections, sample footage/dataset, camera type and target hardware. Ill confirm the scope and help you choose the right package.
APIs:
Microsoft Computer Vision AI
Programming language:
Python
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MATLAB
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SQL
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Java
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MLflow
Frameworks:
Scikit-learn
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DeepPy
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Google ML Kit
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Keras
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PyTorch
My Portfolio
Other Data Science & ML Services I Offer
FAQ
Can you build a custom weapon detection AI model? .
Yes. I can develop or adapt a weapon detection solution based on your requirements, available dataset, camera footage, and target hardware
Can you detect falls, violence, or aggressive behavior?
Yes. These are different detection tasks and may require different models, temporal analysis, or training data. Please share your use case before ordering.
Can the system work with live CCTV cameras?
Yes, compatible RTSP/IP camera streams can be integrated when the selected package includes live-stream support. Camera access, network connectivity, and hardware requirements must be checked first.
Will the AI run in real time?
Real-time performance depends on the model, resolution, number of camera feeds, and available hardware. I can benchmark and optimize the solution for your target environment.
Do I need my own dataset?
Not necessarily. I can review available datasets or help assess your existing footage. Custom training requirements depend on the target classes and data availability.
Do you provide source code and deployment?
Source code and documentation are available according to the selected package. Live integration, APIs, dashboards, and production deployment must be included in the agreed scope.

