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An example of how to manage projects in machine learning with medical imaging.

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main script

Hello World for Machine Learning in Medical Imaging

The idea is based on this article, the code and data come from this repo.

I want to start from this state of code and makes it "more MLOps", i.e.

  • version control (Git and DVC),
  • main code put outside notebook, to a proper Python package,
  • testing (Pytest) and CI/CD (e.g. GitHub Actions),
  • logging,
  • configuration file for global variables (e.g. with dynaconf),
  • Object-Oriented Programming with best practices, such as Design Patterns.

Installation and usage

Install required dependencies:

pip install -r requirements.txt

Run the tests:

pytest tests.py

Run the main script:

python main_script.py

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An example of how to manage projects in machine learning with medical imaging.

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