I will build a computer vision object detection system


About this gig
Need a system that can detect, count, or track objects in images or video?
I build custom computer vision solutions using YOLO (You Only Look Once), delivering fast, accurate object detection for real-world applications from safety compliance monitoring to automated inspection systems.
What I can build for you:
- Custom object detection models trained on your specific use case
- Real-time detection systems (video streams, camera feeds)
- PPE and safety compliance detection (helmets, vests, masks)
- Object counting and tracking systems
- Image classification and annotation pipelines
- Integration with existing applications via API
- Model evaluation, fine-tuning, and performance optimization
Why work with me:
I've built and deployed real computer vision systems, including a PPE detection model for workplace safety monitoring. I bring the same engineering discipline from my enterprise software background to AI projects clean, documented code and models that actually perform in production, not just in a demo.
I handle the full pipeline: data preparation, model training, evaluation, and integration, explained in plain terms so you understand what you're getting.
Have a specific use case in mind?
Get to know Kylie Cuadra
Full Stack Developer, Enterprise Systems Experience and Freelance Flexibility
- FromPhilippines
- Member sinceJul 2026
- Avg. response time1 hour
Languages
Tagalog, English
FAQ
Do I need to provide my own dataset?
Ideally yes, but I can also help source or annotate a dataset for an additional scope — let's discuss what you have.
What can this detect?
Anything with enough labeled examples — safety gear, products, vehicles, defects, people, or custom objects specific to your industry.
Can this run in real-time on video?
Yes, YOLO is built for real-time detection. Real-time video integration is available as an add-on or included in Premium.
What format will I receive the model in?
Trained model weights, inference code, and documentation on how to use or integrate it.
Do you handle deployment too?
Basic integration guidance is included. Full deployment (cloud, edge device, etc.) can be scoped separately.

