[CLOSED] Which model explainability tool to integrate with Q1 2022

[htahir1]

[VOTE] Which model explainability tool to integrate with Q1 2022

Which of the following commonly-used model explainability tools would you like us to support?

Alibi > Vote with 👍
Dalex > Vote with 😀
ELI5 > Vote with 🎉
InterpretML > Vote with ❤️
Lime > Vote with 🚀
What-If Tool > Vote with 👀

If you have another suggestion, leave a comment!

[mbertani]

I wouldn't go with LIME. The technique is nice from a theoretical perspective, and it was one of the early methods that started the XAI movement. It has unfortunately a lot of issues (see f.ex. https://github.com/dylan-slack/Fooling-LIME-SHAP) that make it difficult to trust the results of this algorithm.

[htahir1]

Interesting thought!