README.md

Introspection Tutorial

A hands-on tutorial to get started with different aspects of neural network introspection.

Full binder image can be found here:

Exercise: XAI Feature Importance

Example and Solution: SHAP (SHapley Additive exPlanations) to rank importance of input features

Exercise: Network Visualization

Example: Visualization of 3D convolutional network trained on a regression task

Solutions can be found here:

Exercise: Network Attention

Example: Attention of 3D convolutional network trained on a regression task

Solutions can be found here:

Bonus tutorial:

Semi-numerical simulation of the 21cm signal used in the visualization and attention tutorial