I will debug or build your python computer vision and pytorch pipeline

I help you diagnose and improve Python computer vision and machine learning pipelines. My experience includes nine years with Python, PyTorch and computer vision, production detection and segmentation, datasets, and inference on NVIDIA Jetson hardware.

BASIC: reproduce one inference or data issue, explain the root cause and propose a fix. Implementation is not included in this diagnosis package.

STANDARD: implement one scoped inference or image processing fix and verify it with a test.

PREMIUM: build one small vision prototype using an existing pretrained model and your sample data.

Implementation packages include new source code and setup instructions. One revision covers corrections within the agreed scope. Please message me before ordering with your expected input, output, dataset sample and environment.

You provide permitted data, model access and necessary hardware or compute. No guaranteed accuracy, full model training, large annotation job or production deployment is included. These need a separate scope. Communication in English or Spanish.