I will fix bugs in your unet or CNN image segmentation model

Sommige informatie wordt in het Engels weergegeven.

Pakistan

Ik spreek Urdu, Punjabi, Engels

AI ML Engineer

I'm a self-taught machine learning practitioner working with Python, TensorFlow/Keras, and PyTorch — mostly image classification and segmentation. I like understanding how a model actually works, not...
Over deze dienst

Is your U-Net, CNN, or image segmentation model throwing errors, producing blank masks, or refusing to train properly? I can help fix it.


I work with deep learning pipelines in TensorFlow/Keras, and I'm comfortable digging into shape mismatches, loss function issues (Dice, IoU), data/preprocessing bugs, architecture problems, training that won't converge, and environment or GPU setup issues.


You'll get back a working, debugged notebook or script, plus a clear explanation of what was wrong and how I fixed it with visual results where relevant, like prediction comparisons or training graphs.


I work hands-on with CNNs and U-Net-based segmentation using Python, TensorFlow, and Keras, and I bring a patient, methodical approach to tracking down what's actually broken.


Process: send me your code and the issue or error message, I'll confirm the scope, then fix it, test it, and send it back with an explanation.


Note: for medical imaging projects, this is for research, educational, and prototyping purposes only not validated for clinical or diagnostic use.


Not sure which package fits? Message me first and I'll take a quick look.