explainable-artificial-intelligence topic

List explainable-artificial-intelligence repositories

DALEX

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moDel Agnostic Language for Exploration and eXplanation

explainx

394
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Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ ms...

pyss3

331
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A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)

Grad_CAM_plus_plus

285
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A generalized gradient-based CNN visualization technique

Lime-For-Time

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Application of the LIME algorithm by Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin to the domain of time series classification

msda

116
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Library for multi-dimensional, multi-sensor, uni/multivariate time series data analysis, unsupervised feature selection, unsupervised deep anomaly detection, and prototype of explainable AI for anomal...

awesome-shapley-value

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

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.