Skip to content
This repository was archived by the owner on Oct 24, 2025. It is now read-only.

Add example with quantitive evaluation of XAI algorithms #95

Draft
wants to merge 5 commits into
base: develop
Choose a base branch
from
Draft

Add example with quantitive evaluation of XAI algorithms #95

wants to merge 5 commits into from

Conversation

@adamwawrzynski
Copy link
Collaborator

@adamwawrzynski adamwawrzynski commented Jul 18, 2023 •
edited
Loading

Description

This PR introduces a notebook with an example of quantitative evaluation of XAI algorithms. This way we could create a utility to automatically select the best explainable algorithm for a given model and dataset.

Estimate: 3 MD.

How Has This Been Tested?

Please describe the tests that you ran to verify your changes.

  • run notebook

Checklist:

  • I have updated all related pyproject.toml files.
  • I have updated lock files.
  • I have set an Assignee and Reviewers.
  • I have labeled the PR correctly.
  • I have performed a self-review of my own code.
  • I have covered my code and changes with unit tests.
  • I have annotated types as extensively as possible.
  • I have commented my code, particularly in hard-to-understand areas.
  • I have made corresponding changes to the documentation.
  • My changes generate no new warnings.
  • All code references and dependencies will work.

@adamwawrzynski adamwawrzynski added the enhancement New feature or request label Jul 18, 2023
@adamwawrzynski adamwawrzynski self-assigned this Jul 18, 2023
@adamwawrzynski adamwawrzynski added this to the version 0.7.0 milestone Mar 5, 2024
@adamwawrzynski adamwawrzynski linked an issue Mar 5, 2024 that may be closed by this pull request
Add API for the best XAI method selection based on Quantus metrics #144
Open
@adamwawrzynski adamwawrzynski removed a link to an issue Mar 5, 2024
Add API for the best XAI method selection based on Quantus metrics #144
Open
Sign up for free to subscribe to this conversation on GitHub. Already have an account? Sign in.

Reviewers

@adamjankaczmarek adamjankaczmarek Awaiting requested review from adamjankaczmarek

@rpytel1 rpytel1 Awaiting requested review from rpytel1

@joannasendorek joannasendorek Awaiting requested review from joannasendorek

At least 1 approving review is required to merge this pull request.

Assignees

@adamwawrzynski adamwawrzynski

Labels

enhancement New feature or request

Projects

None yet

Milestone

version 0.7.0

Development

Successfully merging this pull request may close these issues.

2 participants

@adamwawrzynski