I will develop a custom object detection deep learning model using yolov8


About this gig
Struggling to detect or classify objects in your images/video accurately?
I develop custom computer vision models using YOLOv8 trained on your data, not generic demos.
WHAT YOU GET
- Custom-trained object detection model (your dataset or use case)
- Data preprocessing & augmentation
- Model evaluation report (precision, recall, mAP)
- Clean, documented Python source code
- Optional deployment script (webcam/video/image/API)
USE CASES
Retail & inventory detection, vehicle/license plate detection, PPE & safety monitoring, defect detection, wildlife/agriculture monitoring, people counting & tracking.
TECH STACK
Python, PyTorch, YOLOv8, OpenCV, TensorFlow, FastAPI, Docker
WHY WORK WITH ME
Real ML/CV background, not just API wrapping. Clear communication and realistic timelines I'll tell you upfront if your project needs more data before you spend your budget.
Before ordering, message me with:
1. Sample images or object description
2. Your goal (detection / tracking / counting)
3. Where it needs to run (cloud, local, edge device)
This helps me quote accurately and avoid delays.
Get to know Talha H
Data Scientist
- FromPakistan
- Member sinceSep 2025
- Avg. response time1 hour
Languages
English, Urdu
FAQ
Do I need to provide a dataset?
Ideally yes. If you don't have one, I can help source or label a dataset for an added fee — just message me first with details of your project.
What format is the final model delivered in?
You'll receive a .pt (PyTorch) model file plus a Python inference script. ONNX or TensorRT export available on request for edge devices.
How much data do I need for good accuracy?
A minimum of ~500 labeled images per object class is recommended, but more improves accuracy. Send samples and I'll advise before you order.
Can the model run on a Raspberry Pi or mobile device?
Yes, with additional optimization (quantization/export). Please message me with your hardware specs before ordering so I can confirm feasibility.
What if my project needs more than what's in Basic/Standard?
Message me with your requirements first. If your project needs more classes, data, or features than a package includes, I'll recommend the right tier or a custom offer.

