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322

2.2k

mit

22

Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.

xai dash shap plotly dashboard explainer shap-values xai-library inner-workings data-scientists interactive-plots model-predictions interactive-dashboards permutation-importances

Created 2019-10-30

1,372 commits to master branch, last one 2 months ago

MSEdgeExplainers MicrosoftEdge

198

1.3k

cc-by-4.0

137

Home for explainer documents originated by the Microsoft Edge team

explainer standards webplatform microsoft-edge

Created 2018-12-06

561 commits to main branch, last one a day ago

interpret-community interpretml

84

412

mit

20

Interpret Community extends Interpret repository with additional interpretability techniques and utility functions to handle real-world datasets and workflows.

python pytorch explainer deep-learning mimic-explainer machine-learning tabular-explainer explanationdashboard interpretable-models

Created 2019-09-25

480 commits to main branch, last one 4 months ago

interpret-text interpretml

67

403

mit

19

A library that incorporates state-of-the-art explainers for text-based machine learning models and visualizes the result with a built-in dashboard.

nlp npm python azure-sdk explainer nlp-models data-analyst linear-models nlp-scenarios data-scientists jupyter-notebook microsoft-azureml local-explanations grey-box-explainers text-classification glass-box-explainers text-interpretability black-box-explanations visualization-dashboard

Created 2019-09-04

152 commits to main branch, last one 3 months ago