https://github.com/norskregnesentral/explego
eXplego is a decision tree toolkit that provides developers with interactive guidance to help select an appropriate XAI-method for their particular use case.
https://github.com/norskregnesentral/explego
features interactive model prediction tool xai
Last synced: 8 months ago
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eXplego is a decision tree toolkit that provides developers with interactive guidance to help select an appropriate XAI-method for their particular use case.
- Host: GitHub
- URL: https://github.com/norskregnesentral/explego
- Owner: NorskRegnesentral
- License: cc0-1.0
- Created: 2022-09-20T12:04:03.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2024-10-25T07:40:47.000Z (12 months ago)
- Last Synced: 2024-10-31T21:20:05.469Z (12 months ago)
- Topics: features, interactive, model, prediction, tool, xai
- Homepage: http://explego.nr.no/
- Size: 3.27 MB
- Stars: 5
- Watchers: 1
- Forks: 0
- Open Issues: 1
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Metadata Files:
- Readme: README.md
- Changelog: changelog.md
- License: LICENSE
- Citation: CITATION.bib
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README
# eXplego
Explainability is key requisite for trustworthy AI, but selecting the right XAI-method to accompany your model development can be a challenging task. **eXplego** is a decision tree toolkit that provides developers with interactive guidance to help select an appropriate XAI-method for their particular use case.
[![Button Example]][Link]
[Button Example]: https://img.shields.io/badge/Try_the_tool!-37a779?style=for-the-badge
[Link]: https://explego.nr.no
To get to know the tool we recommend checking out the demonstration video below
**English**
[](https://www.youtube.com/watch?v=Ntc3uOrU7bE)
**Norwegian**
[](https://www.youtube.com/watch?v=7_OFWIjKJ2A)
More information about the tool, including a brief list with the reasoning for the positioning of every method in the tree, is provided in our short research paper:
[Jullum, M., Sjødin, J., Prabhu, R., & Løland, A. (2023). eXplego: An interactive tool that helps you select appropriate XAI-methods for your explainability needs](https://ceur-ws.org/Vol-3554/paper26.pdf)
which was presented as a demo at the 1st World Conference in Explainable AI (2023).
To cite our tool, please use [this citation](./CITATION.bib).
We are very happy to receive feedback from our users on this tool. Please do so by opening an issue in this repo.
This is a collaborative project between [Norwegian Computing Center](https://nr.no/en/) and the Norwegian Labour and Welfare Administration ([NAV](https://nav.no)), funded by [BigInsight](https://www.biginsight.no).
Explego v 1.0.3, last updated 2023-12-08. See [changelog](changelog.md) for details.