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1interpretml / interpretFit interpretable models. Explain blackbox machine learning.C++MIT · PermissiveInsufficient rank history6,976797——2026-11-02

2meta-pytorch / captumModel interpretability and understanding for PyTorchPythonBSD-3-Clause · PermissiveInsufficient rank history5,719573——2026-11-01

3astroautomata / PySRSymbolic Learning in Python and JuliaPythonApache-2.0 · PermissiveInsufficient rank history4,244387——2026-11-02

4jphall663 / awesome-machine-learning-interpretabilityA curated list of awesome responsible machine learning resources.UnknownCC0-1.0 · PermissiveInsufficient rank history4,083630——2026-06-03

5dswah / pyGAM[CONTRIBUTORS WELCOME] Generalized Additive Models in PythonPythonApache-2.0 · PermissiveInsufficient rank history1,023298——2026-04-21

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