I will train custom yolo object detection and image recognition models
Computer Vision Engineer ,Custom YOLO and AI Web Apps
About this Gig
Need an AI model that can detect, count or track objects in your images, videos or CCTV feeds? Ill build a custom YOLO object detection system trained on YOUR data, with clean code and honest results.
WHAT I DO
- Custom YOLO object detection (YOLOv8 / YOLO11 / YOLO26)
- Real-time object tracking & counting (ByteTrack, DeepSORT)
- Image recognition, classification & segmentation
- Dataset annotation, cleaning & augmentation
- Fix, debug or improve your existing YOLO project
WHAT YOU GET
Trained model weights (.pt + ONNX)
Clean, commented Python code (PyTorch, OpenCV)
Accuracy report: mAP, precision, recall + sample outputs
Easy setup guide for PC, Google Colab or server
USE CASES
Vehicle & number plate detection, PPE safety monitoring, retail product detection, defect detection, agriculture, sports analytics and CCTV video analysis.
WHY WORK WITH ME
- Feasibility check BEFORE you order
- Daily progress updates
- Fast replies and clear communication
Message me with 510 sample images and what you want detected. Ill recommend the right package and expected accuracy!
APIs:
Microsoft Computer Vision AI
Programming language:
Python
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SQL
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Colab
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MLflow
Tools:
Jupyter Notebook
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OpenCV
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Excel
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CVAT
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Colab
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PyTorch
Frameworks:
Scikit-learn
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DeepPy
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SimpleCV
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PyTorch
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Panda
FAQ
Do I need a labeled dataset?
No. The Basic package uses a pretrained YOLO model, so no dataset is needed. For Standard, I can label your images as an add-on, and Premium already includes labeling for 300 images. I support YOLO, COCO and Pascal VOC formats.
What accuracy can I expect?
Accuracy depends on your image quality, number of images and how different your objects look. Send me 5–10 sample images and I’ll give you an honest estimate before you order. Every delivery includes a report with mAP, precision and recall.
Which package should I choose?
Choose Basic to fix an existing YOLO project or test a pretrained model. Choose Standard for a custom model on your own objects. Choose Premium if you also need tracking, counting and a demo app. Message me if you’re unsure.
Can you fix my existing YOLO project?
Yes. I can fix installation errors, version conflicts, training problems, poor accuracy and broken inference code. Share your code and the error message, and I’ll tell you what’s wrong before you order.
Does it work on live video or CCTV cameras?
Yes. I can set up real-time detection on webcams, IP cameras, CCTV streams and video files. Live camera support is included in Premium and can be added to Standard as an extra.
Which YOLO version do you use?
Mostly YOLOv8,YOLO26 and YOLO11 with Ultralytics, PyTorch and OpenCV. I pick the version and model size that best fits your accuracy needs and hardware, whether that’s a GPU, a CPU or a small device.
Will I get the source code and model files?
Yes. Every package includes clean, commented Python code. Standard and Premium also include the trained model weights (.pt), with ONNX export in Premium. You fully own everything I deliver.
Can a bigger project be split into milestones?
Yes. For larger projects, I recommend splitting the work into milestones so you can review each stage before we move on. Send me your requirements and I’ll create a custom offer with a clear scope and timeline.

