Slides for the ECML-PKDD 2020 hands-on tutorial.
You can view recordings of these presentations on YouTube.
More details are available on
https://events.fat-forensics.org/2020_ecml-pkdd/#schedule-and-resources.
| Slides |
Activities |
1.1-intro.pdf |
Background and motivation of research on modular explainers. |
1.2-surrogates.pdf |
What and how of modular interpretability: a case study of bespoke surrogate explainers for tabular data. |
| Slides |
Activities |
2.1-software.pdf |
Introduction to open source interpretability tools using the example of FAT Forensics – promises and perils of modular research software. |
2.2-hands-on.pdf |
Hands-on session preparation. Setting up the package on a personal machine and experimenting with it online: My Binder and Google Colab. Overview of FAT Forensics' API documentation, online tutorials and how-to guides. |