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I will deploy real time ai and computer vision on raspberry pi, jetson nano
About this Gig
Need your AI or computer vision model running fast and reliably on low power edge devices like Raspberry Pi or NVIDIA Jetson? I'm an expert in deploying and optimizing models for real time performance on edge hardware.
Services I Provide;
Deploy YOLOv8 / YOLOv11 on Raspberry Pi 4/5, Jetson Nano, Orin Nano
Real time object detection, tracking, and counting
Model optimization for edge; TensorRT, ONNX, TFLite
Camera pipeline setup USB, CSI, Pi Camera, RTSP stream
GPIO integration; triggers, alerts, LEDs, relays
Custom CV pipelines for robotics, surveillance, or automation
Headless deployment with auto start on boot
Tech Stack;
Hardware: Raspberry Pi 4/5, Jetson Nano, Jetson Orin Nano
Models: YOLOv8/YOLOv11, MobileNet, EfficientDet
Optimization: TensorRT, ONNX Runtime, TFLite
Libraries: OpenCV, PyTorch, TensorFlow Lite, Ultralytics
Deliverables;
Fully working, optimized code tested on your device
Model file ONNX / TensorRT / TFLite
Step by step setup guide & README
Demo video showing real time performance
Get your AI model running efficiently on edge devicesfast, reliable, and ready for real world deployment.
Programming language:
Python
•
MATLAB
•
Java
•
MLflow
•
Julia
Frameworks:
Scikit-learn
•
DeepPy
•
Google ML Kit
•
SimpleCV
•
PyTorch
FAQ
Which hardware do you support?
Raspberry Pi 4/5, NVIDIA Jetson Nano, Jetson Orin Nano, and other low-power edge devices.
Which models can you deploy?
YOLOv8, YOLOv11, MobileNet, EfficientDet, and your custom trained models.
Which models can you deploy?
YOLOv8, YOLOv11, MobileNet, EfficientDet, and your custom trained models.
Can you make AI run in real time on edge devices?
Yes! I specialize in optimizing models for speed and reliability using TensorRT, ONNX, or TFLite.
Do you provide camera integration?
Yes, I set up USB, CSI, Pi Camera, and RTSP streams, and integrate GPIO triggers, LEDs, or relays for automation.
Will I get the optimized model and working code?
Yes. You receive the fully optimized model (ONNX / TensorRT / TFLite), working code, README, and setup instructions.
Can you deploy headless AI models?
Yes, I can configure auto-start on boot for headless deployment without a monitor or keyboard.
Do you provide demo videos?
Yes. I provide a demo video showing real-time performance on your target hardware.
Can you build a complete custom CV/AI pipeline?
Absolutely! I can create tailored pipelines for surveillance, robotics, or industrial automation.
