https://github.com/pbiecek/xaiaterum2020

Workshop: Explanation and exploration of machine learning models with R and DALEX at eRum 2020
https://github.com/pbiecek/xaiaterum2020

dalex explainable-ai explanatory-model-analysis interpretable-machine-learning

Last synced: about 1 month ago
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Workshop: Explanation and exploration of machine learning models with R and DALEX at eRum 2020

• Host: GitHub
• URL: https://github.com/pbiecek/xaiaterum2020
• Owner: pbiecek
• Created: 2020-06-18T22:17:04.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2021-08-29T20:13:12.000Z (over 3 years ago)
• Last Synced: 2024-10-31T23:51:28.670Z (about 2 months ago)
• Topics: dalex, explainable-ai, explanatory-model-analysis, interpretable-machine-learning
• Language: R
• Homepage: http://tiny.cc/eRum2020
• Size: 64.5 MB
• Stars: 52
• Watchers: 9
• Forks: 11
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

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README

        
# XAI at eRUM 2020

Workshop *Explanation and exploration of machine learning models with R and DALEX* at [eRum 2020](https://2020.erum.io/) 

This page: http://tiny.cc/eRum2020

![toc.png](toc.png)

## Materials

* [Cheatsheet with all important materials](Cheatsheet.pdf) - You can print it as an 8-page brochure.

* [Slides for the workshop](Slides.pdf) - We're going to discuss the cheatsheet materials piece by piece.

* [Slides with Notes](SlidesWithNotes.pdf) - Slides with drawings taken during the workshop.

* [R snippets for the workshop](Snippets.R) - To make it easier to reproduce all the results.

## Prepare yourself

Make sure that you have installed `RStudio` and latest CRAN versions of the `DALEX` package (v 1.2 or newer), `ranger` and `rms`.

## Tutors 

* Przemysław Biecek

* Anna Kozak

* Szymon Maksymiuk

from [MI2DataLab](https://mi2-warsaw.github.io/)