explainable topic

List explainable repositories

awesome-shapley-value

134
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Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

xai-iml-sota

66
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17
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Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.

GRACE_KDD20

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GRACE: Generating Concise and Informative Contrastive Sample to Explain Neural Network Model’s Prediction. Thai Le, Suhang Wang, Dongwon Lee. 26th ACM SIGKDD Int’l Conf. on Knowledge Discovery and Dat...

survshap

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SurvSHAP(t): Time-dependent explanations of machine learning survival models

explainingtitanic

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A demonstration of the explainerdashboard package that that displays model quality, permutation importances, SHAP values and interactions, and individual trees for sklearn RandomForestClassifiers, etc