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Open in Binder Open In Colab new BSD

Interactive Overview of Tabular and Image Surrogates

This directory contains a Jupyter Notebook that was presented during the following events:

To run the notebook (surrogates_overview.ipynb) you need to install a collection of Python dependencies listed in the requirements.txt file (included in this directory) by executing pip install -r requirements.txt. Alternatively, you can run it via Binder or Colab by clicking the buttons listed above.

The scripts directory contains a collection of Python modules to help with building and visualising interactive surrogate explainers of image and tabular data. It also implements a simple image classifier based on PyTorch and a number of interactive iPyWidgets for no-code experiments with these explainers.


This Jupyter Notebook can also be rendered as a reveal.js slide show through RISE. To this end, it needs to be run from within a Jupyter Notebook environment (not Jupyter Lab). Next:

  1. execute all cells; and
  2. launch RISE presentation by clicking the bar chart icon () shown in the Jupyter Notebook toolbar.