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:
Notebook 1 - Data management - NumPy and Pandas.
Notebook 2 - Data visualisation - Seaborn.
Notebook 3 - Data Preprocessing Before ML - SciPy.
Notebook 4 - Classification - Titanic survival scikit-learn.
Notebook 5 - Classification using Neural Networks - Titanic survival PyTorch.
Notebook 6 - Classification using Convolutional Neural Networks - PyTorch.
Practicals:
Practical 1 - Data management - Pandas.
Practical 2 - Data visualisation - Seaborn.
Practical 3 - Data Preprocessing Before ML - SciPy.
Practical - Train your own CNN.
Have fun!