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interpretml
interpret-core

Fit interpretable models. Explain blackbox machine learning.

957K 7K 783
pytorch
captum

Model interpretability and understanding for PyTorch

482K 6K 557
interpretml
interpret

Fit interpretable models. Explain blackbox machine learning.

387K 7K 783
ottenbreit-data-science
aplr

APLR builds predictive, interpretable regression and classification models using Automatic Piecewise Linear Regression. It often rivals tree-based methods in predictive accuracy while offering smoother and interpretable predictions.

215K 23 5
chr5tphr
zennit

Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.

4K 243 35
burning-cost
insurance-gam

Interpretable GAM models for insurance pricing — EBM tariffs, Actuarial NAM, Pairwise Interaction Networks (PIN), exact Shapley values

2K 0 0
sergioburdisso
pyss3

A Python library for Interpretable Machine Learning in Text Classification using the SS3 model, with easy-to-use visualization tools for Explainable AI :octocat:

1K 348 44
burning-cost
shap-relativities

Extract multiplicative rating relativities from GBM models using SHAP values. Built for insurance pricing.

653 0 0
adc-trust-ai
trust-free

TRUST - Decision Trees with Sparse Elastic Net leaves, Random Forest accuracy and automated explanations

592 13 0
allianceai
endgame-ml

A unified framework for tabular, time-series, and multimodal machine learning

535 11 3
interpretml
powerlift

Fit interpretable models. Explain blackbox machine learning.

390 7K 783
willbakst
pytorch-lattice

A PyTorch implementation of constrained optimization and modeling techniques

286 35 3
zalkikar
mlm-bias

Bias Evaluation Methods for Masked Language Models implemented in PyTorch

240 4 2
psaegert
flash-ansr

Fast Amortized Neural Symbolic Regression with Transformers and SimpliPy

219 5 0
birkhoffg
explainax

JAX-based Model Explanation and Interpretation Library

71 1 0
MilesCranmer
pysr-mcranmer

Simple and efficient symbolic regression

69 4K 324
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