I will build computer vision solutions for detection, ocr and video analytics

Not necessarily. If you have labeled data, I can start training right away. If you only have raw images or videos, I can prepare and label them for you (see the Standard package or the labeling extra). Send me a few samples and I’ll advise.

For most detection tasks, 200–500 images per class is a good start. Fewer can work with transfer learning and augmentation. Share your data and I’ll tell you honestly whether it’s enough before you order.

Accuracy depends on image quality, dataset size and how similar the classes are. I can’t promise a fixed number upfront, but I’ll share a realistic estimate after reviewing your data, and report precision, recall and mAP on a test set at delivery.

Yes. I build pipelines for live RTSP/CCTV streams and video files with detection, tracking, counting and alerts. Real-time speed depends on your hardware, so tell me what you’ll run it on.

Yes. I optimize and deploy models to NVIDIA Jetson, Raspberry Pi, Android and iOS using ONNX, TensorRT and TFLite, or serve them through a FastAPI endpoint on your cloud server.

The trained model weights, full source code, an inference script or API, evaluation results on a test set, and a setup guide. Every order includes a short bug-fix window after delivery.