interpretable topic

List interpretable repositories

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

pyTsetlinMachine

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Implements the Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, Weighted Tsetlin Machine, and Embedding Tsetlin Machine, with support for continuous features, multigranulari...

xai-iml-sota

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

nn_interpretability

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Pytorch implementation of various neural network interpretability methods

interpretable-adv

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Code for Interpretable Adversarial Perturbation in Input Embedding Space for Text, IJCAI 2018.

VoG_Graph_Summarization

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Summarization of static graphs using the Minimum Description Length principle

interpretable-ml

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Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

survshap

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

iaiabl

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This code repository is associated with the paper "A Case-based Interpretable Deep Learning Model for Classification of Mass Lesions in Digital Mammography." Nature Machine Intelligence, 2021. https:/...