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$
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I will fix bugs in your unet or CNN image segmentation model
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...
About this Gig
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.
FAQ
What information do you need from me to get started?
Your notebook or script, the exact error message or a description of the problem, and a small sample of your dataset if the issue is data-related. A few sample images and masks are usually enough if you can't share the full dataset.
Do you work with medical imaging datasets?
Yes, for research, educational, or prototyping purposes. Any model I deliver isn't validated for clinical or diagnostic use, so please keep that in mind for your project.
Can you improve my model's accuracy, not just fix bugs?
That's covered under the Premium package, which adds performance tuning — things like adjusting the loss function, learning rate, or architecture — on top of the debugging work.
What frameworks do you work with?
Mainly Python with TensorFlow and Keras. If your project is in PyTorch, send me a message first so we can confirm it's a good fit before you order.
