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Tutorials and examples for nitrain

This repo contains documentation that goes in-depth on each aspect of the nitrain framework, as well as complete examples of training medical imaging AI models using nitrain. All tutorials are available here via reproducible notebooks, but you can also browse them online at nitrain.dev/docs in rendered format.

If you are looking to follow a guided plan that teaches you everything you need to know about training medical imaging AI models using nitrain, then we recommend also checking out the book Becoming a medical imaging AI expert with Python.

Segmentation

This folders contains complete notebooks that show you how to train medical image segmentation models using nitrain. All notebooks should be completely reproducible, including accessing the original datasets. It includes the following examples:

Regression

This folders contains complete notebooks that show you how to train medical image segmentation models using nitrain. All notebooks should be completely reproducible, including accessing the original datasets. It includes the following examples:

Nitrain

This folder contains all of the tutorials for nitrain. Each tutorial will teach you how to certain classes or functions in the nitrain framework. These tutorials can be followed independently, so feel free to use them to sharpen your knowledge in a particular area.

Contributing

Please submit an issue if you have an example to contribute or want to request a specific tutorial, model, or dataset. We welcome all contributions and requests.

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Examples and tutorials for training medical imaging AI models with nitrain

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