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I will train custom yolov8 yolov11 object detection, tracking and counting model
Usama
About this gig
Need a high-accuracy YOLO model for object detection, counting or tracking? You are in the right place.
I am Muhammad Usama, an AI & Computer Vision engineer. I train custom YOLOv8 / YOLOv11 models that are fast, accurate and ready for real-world use.
What you get:
- Custom YOLO training on your dataset (annotation help included)
- Object counting & tracking: vehicles, people, products, animals
- Line-crossing, zone-based and directional counting
- Real-time detection on webcam, RTSP / CCTV streams and video files
- Desktop GUI (Tkinter / PyQt) or web dashboard (Streamlit / FastAPI)
- Export to ONNX / TensorRT for edge devices (Jetson, Raspberry Pi)
- Full source code, trained weights, setup guide and accuracy report
Use cases: traffic analysis, retail footfall, warehouse inventory, safety-helmet / PPE detection, farm and wildlife monitoring.
Packages:
Basic: pre-trained YOLO on your data + detection script
Standard: custom training (up to 500 images) + tuned accuracy
Premium: full system: counting + tracking + GUI + database
Message me before ordering so I can confirm your scope and timeline.
Get to know Usama
Usama
Machine Learning and Deep Learning
- FromPakistan
- Member sinceMay 2023
Languages
English, German
For 3+ years, I’ve been solving real-world problems through AI by turning raw data into intelligent systems. I specialize in Machine Learning, Deep Learning, Computer Vision, NLP, LLM applications, and Predictive Analytics. I’ve built stress, anxiety, and depression detection systems using facial analysis and deep learning. From data preprocessing to deployment, I build end-to-end AI solutions for healthcare, finance, automation, and scalable intelligent applications.
My Portfolio
Other AI Development Services I Offer
FAQ
What is object detection and how does it work?
Object detection is AI technology that identifies and locates objects in images/videos. I use YOLO (You Only Look Once), which detects objects in real-time with high accuracy. It's like giving eyes to your computer!
Do I need to provide my own dataset/images?
Yes, for best results you need to provide images of the objects you want to detect. If you don't have dataset, I can help you collect images or use pre-trained models. Contact me to discuss options!
Can you detect multiple objects at once?
Absolutely! Standard package supports 5-10 different object classes. Premium package handles unlimited classes with complex tracking. Examples: detect cars, bikes, people, products all at the same time!
Do you provide source code?
Yes! All packages include source code. Basic: Python script + notebook. Standard: full project + documentation. Premium: production code + API + docs.
Can it run in real time on CCTV or webcam?
Yes. I optimize for 20-30+ FPS on GPU and provide ONNX / TensorRT export for edge devices like Jetson and Raspberry Pi.
What accuracy can I expect?
Typically 85-95% mAP depending on dataset quality and size. I share validation metrics and sample results before delivery.
