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I will train and optimize a yolo model for your custom object detection task

Starter Model

Train YOLO on your dataset with basic tuning, evaluation and inference script

Delivery Time
3 Days
Package Includes: see all
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Service details

Hi, I’m Mohamed — a Senior Software Engineer specializing in computer vision and AI, with a strong focus on building practical, high-performance solutions that work reliably in real-world environments.I help businesses and teams develop custom YOLO models tailored to their exact use case — whether you need object detection, instance segmentation, pose estimation, or more advanced vision tasks. My approach goes beyond just training a model; I handle the entire pipeline from raw data to a production-ready solution that integrates smoothly into your system.


I offer a thorough dataset review to ensure data quality and balance, along with clear guidance on annotation strategies (and hands-on support if needed). I train models using the latest YOLO versions (from YOLOv8 up to YOLO26), applying careful hyperparameter tuning to maximize accuracy and robustness.


You’ll also receive detailed evaluation metrics such as precision, recall, and mAP, so you fully understand your model’s performance. On top of that, I build optimized inference pipelines designed for speed and efficiency, whether running on edge devices or high-performance GPUs. I also handle export to formats like ONNX and TensorRT for seamless deployment.

What I deliver

  • Dataset review and preparation
  • Annotation guidance (or support if needed)
  • Model training (YOLOv8 up to YOLO26)
  • Hyperparameter tuning for best accuracy
  • Evaluation (precision, recall, mAP)
  • Optimized inference pipeline
  • Export to ONNX / TensorRT

Supported Use Cases

  • Industrial defect detection
  • Object detection (multi-class)
  • Instance segmentation
  • Oriented bounding boxes (OBB)
  • Pose estimation (human / object)

If you’re looking for a reliable, end-to-end computer vision solution, I’m here to help.

Key details

  • Service Type
    Image ClassificationObject Detection
Special note from freelancer
I don’t just train models — I build optimized, real-time YOLO systems ready for deployment in real environments.

FAQs

While a ready dataset speeds up the process, I can advise on data collection strategies, formatting, and annotation pipelines to ensure the model is trained on high-quality, relevant data for your specific use case.
Mohamed Elkeran

Mohamed Elkeran

Senior Software Engineer

I design and build high-performance software systems from computer vision and AI pipelines to real-time desktop and embedded applications. What I deliver: Full-stack desktop applications using Cpp, Python, and the Qt framework Industrial computer vision systems Deep learning solutions (YOLO, U-Net, MediaPipe) Edge AI systems (Raspberry Pi, ESP32, Arduino) Let’s build your system.

Launch Offer Earn up to $500* extra on your first 10 offers created

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