Skip to content
#

xai

Star

Here are 271 public repositories matching this topic...

Language: All
Filter by language
All 271 Jupyter Notebook 95 Python 91 R 18 HTML 9 JavaScript 5 TeX 4 C++ 2 Java 2 Julia 2 MATLAB 2
Sort: Best match
Sort options
Best match Most stars Fewest stars Most forks Fewest forks Recently updated Least recently updated

SeldonIO / alibi

Star 1.7k
Open

Replace Boston dataset in examples

5
jklaise
jklaise commented Sep 28, 2021

The Boston dataset which we use in some examples has an ethical problem and should be replaced. Read more here: https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_boston.html#sklearn.datasets.load_boston

Impacted examples:

  • cfproto_housing.ipynb
  • ale_regression_boston.ipynb

The above link suggests some similar housing-related alternatives.

Read more
Good first issue Type: Docs
Find more good first issues

oegedijk / explainerdashboard

Sponsor
Star 1.2k
Open

Contribution: tree visualisation for lightgbm models

1
oegedijk
oegedijk commented May 5, 2021

Recently dtreeviz has added support for lightgbm models: https://github.com/parrt/dtreeviz/

So it would be cool to add the same tree visualization in explainerdashboard that already exist for RandomForest, ExtraTrees and XGBoost models.

If someone wants to pitch in to help extract individual predictions of decision trees inside lightgbm boosters and then get them in shape to be used by the

Read more
help wanted good first issue

jphall663 / interpretable_machine_learning_with_python

Star 598

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

python data-science machine-learning data-mining h2o gradient-boosting-machine transparency decision-tree fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability
  • Updated Feb 10, 2021
  • Jupyter Notebook
pyss3

sergioburdisso / pyss3

Star 259

A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)

nlp machine-learning natural-language-processing text-mining data-mining text-classification machine-learning-algorithms artificial-intelligence document-classification sentence-classification interpretability multilabel-classification explainable-artificial-intelligence interpretable-ml xai interpretable-machine-learning document-categorization early-classification text-labeling ss3-classifier
  • Updated Apr 4, 2022
  • Python
adversarial-explainable-ai

hbaniecki / adversarial-explainable-ai

Sponsor
Star 147

💡 Adversarial attacks on model explanations, and evaluation approaches

security evaluations attacks interpretability robustness adversarial-machine-learning adversarial-examples adversarial-attacks model-explanation interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning iml explainability responsible-ai adversarial-defense adversarial-xai
  • Updated Jun 19, 2022

Improve this page

Add a description, image, and links to the xai topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the xai topic, visit your repo's landing page and select "manage topics."

Learn more