[D] Alternatives to the shap explainability package

This page summarizes the projects mentioned and recommended in the original post on /r/MachineLearning

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  • interpret

    Fit interpretable models. Explain blackbox machine learning.

  • Maybe InterpretML? It's developed and maintained by Microsoft Research and consolidates a lot of different explainability methods.

  • dmarx

  • try poking around this list, surely there's something in there that fits what you need: https://github.com/stars/dmarx/lists/ml-explainability

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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