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MPiCRT-AI

Notebooks for the module Application of AI and Data Science in Medical Physics, part of MPiCRT.

This repository has the materials needed to complete the python tutorials and practicals of the unit.

Tutorials to be followed in class:

  • Colab Notebook 1 - Data management - NumPy and Pandas.
  • Colab Notebook 2 - Data visualisation - Seaborn.
  • Colab Notebook 3 - Data Preprocessing Before ML - SciPy.
  • Colab Notebook 4 - Classification - Titanic survival scikit-learn.
  • Colab Notebook 5 - Classification using Neural Networks - Titanic survival PyTorch.
  • Colab Notebook 6 - Classification using Convolutional Neural Networks - PyTorch.

Practicals:

  • Colab Practical 1 - Data management - Pandas.
  • Colab Practical 2 - Data visualisation - Seaborn.
  • Colab Practical 3 - Data Preprocessing Before ML - SciPy.
  • Colab Practical - Train your own CNN.

Have fun!

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