FazBrowse GitHub Viewer | Trending |
URL:
| Home
Tools: [Download Repo ZIP]   [Original HTTPS Page]

interpretable-ml · GitHub Topics · GitHub

Explore Topics Trending Collections Events GitHub Sponsors
#

interpretable-ml

Star

Here are 170 public repositories matching this topic...

Language: All
Filter by language
All 170 Python 90 Jupyter Notebook 48 R 5 C++ 3 Julia 2 TeX 2 Go 1 HTML 1 Rust 1 Shell 1
Sort: Most stars
Sort options
Most stars Fewest stars Most forks Fewest forks Recently updated Least recently updated

interpretml / interpret

Star 6.9k

Fit interpretable models. Explain blackbox machine learning.

machine-learning ai scikit-learn artificial-intelligence transparency blackbox bias differential-privacy gradient-boosting interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning iml explainability interpretml
  • Updated Aug 17, 2026
  • C++

meta-pytorch / captum

Star 5.7k

Model interpretability and understanding for PyTorch

interpretability feature-importance interpretable-ai interpretable-ml feature-attribution
  • Updated Aug 19, 2026
  • Python

jphall663 / awesome-machine-learning-interpretability

Star 4.1k

A curated list of awesome responsible machine learning resources.

python data-science machine-learning awesome r awesome-list transparency fairness ai-safety privacy-enhancing-technologies interpretability interpretable-ai interpretable-ml explainable-ml xai interpretable-machine-learning privacy-preserving-machine-learning machine-learning-interpretability secure-ml reliable-ai
  • Updated Jun 3, 2026

astroautomata / PySR

Star 3.7k

High-Performance Symbolic Regression in Python and Julia

python distributed-systems data-science machine-learning algorithm julia genetic-algorithm scikit-learn symbolic symbolic-regression evolutionary-algorithms automl interpretable-ml explainable-ai equation-discovery
  • Updated Aug 19, 2026
  • Python

CSAILVision / gandissect

Star 1.8k

Pytorch-based tools for visualizing and understanding the neurons of a GAN. https://gandissect.csail.mit.edu/

deep-learning pytorch generative-adversarial-network gan image-manipulation interactive-visualizations interpretable-ml
  • Updated May 23, 2021
  • Python

dswah / pyGAM

Star 1k

[CONTRIBUTORS WELCOME] Generalized Additive Models in Python

python data-science machine-learning scientific-computing hacktoberfest gams interpretable-ai interpretable-ml explainable-ai explainable-ml interpretable-machine-learning
  • Updated Apr 21, 2026
  • Python

lopusz / awesome-interpretable-machine-learning

Star 918
data-science machine-learning interpretable-ai interpretable-ml explainable-ai xai interpretable-machine-learning
  • Updated Mar 19, 2023
  • Python

astroautomata / SymbolicRegression.jl

Star 803

Distributed High-Performance Symbolic Regression in Julia

distributed-systems data-science machine-learning julia genetic-algorithm symbolic symbolic-regression evolutionary-algorithms symbolic-computation automl interpretable-ml explainable-ai sciml equation-discovery
  • Updated Aug 17, 2026
  • Julia

jphall663 / interpretable_machine_learning_with_python

Star 680

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

python data-science machine-learning data-mining h2o gradient-boosting-machine transparency decision-tree fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability
  • Updated Jun 17, 2024
  • Jupyter Notebook

h2oai / mli-resources

Star 489

H2O.ai Machine Learning Interpretability Resources

python data-science machine-learning data-mining h2o xgboost transparency jupyter-notebooks fairness accountability interpretability interpretable-ai interpretable-ml explainable-ml mli xai fatml interpretable-machine-learning iml machine-learning-interpretability
  • Updated Dec 12, 2020
  • Jupyter Notebook

sergioburdisso / pyss3

Star 349

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

nlp machine-learning natural-language-processing text-mining data-mining text-classification machine-learning-algorithms artificial-intelligence document-classification sentence-classification interpretability multilabel-classification explainable-artificial-intelligence interpretable-ml xai interpretable-machine-learning document-categorization early-classification text-labeling ss3-classifier
  • Updated Oct 16, 2025
  • Python

chr5tphr / zennit

Star 248

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

python machine-learning deep-learning attribution pytorch interpretability interpretable-ai interpretable-ml explainable-ai xai lrp explainability feature-attribution
  • Updated May 13, 2026
  • Python

fzi-forschungszentrum-informatik / TSInterpret

Star 144

An Open-Source Library for the interpretability of time series classifiers

time-series interpretability explainable-artificial-intelligence interpretable-ml explainable-ai explainable-ml interpretable-machine-learning counterfactual-explanations feature-attribution
  • Updated Nov 19, 2025
  • Python

ModelOriented / survex

Star 119

Explainable Machine Learning in Survival Analysis

machine-learning r variable-importance biostatistics survival-analysis r-package cox-regression cox-model time-to-event censored-data interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning brier-scores shap explanatory-model-analysis probabilistic-machine-learning explainable-machine-learning
  • Updated Jun 15, 2024
  • R

12wang3 / rrl

Star 118

The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification" and TPAMI paper "Learning Interpretable Rules for Scalable Data Representation and Classification"

scalability representation-learning nips interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning iml explainability neurips interpretable-classification rule-based-model neuro-symbolic-ai
  • Updated Mar 12, 2024
  • Python

xiyanghu / OSDT

Star 109

Optimal Sparse Decision Trees

python data-science machine-learning data-mining algorithm python3 accelerate interpretable-ml algorithm-optimization neurips ml-system mlsys acceleration-model
  • Updated Apr 27, 2023
  • Python

M-Nauta / PIPNet

Star 88

PIP-Net: Patch-based Intuitive Prototypes Network for Interpretable Image Classification (CVPR 2023)

concepts pytorch image-classification transparency prototypes explainable-artificial-intelligence interpretable-deep-learning interpretable-ml explainable-ai disentangled-representations xai interpretable-machine-learning prototypical-learning cvpr2023 part-prototypes
  • Updated Feb 22, 2024
  • Python

deep-symbolic-mathematics / TPSR

Star 82

[NeurIPS 2023] This is the official code for the paper "TPSR: Transformer-based Planning for Symbolic Regression"

deep-learning transformers symbolic-regression language-model symbolic-math planning-algorithms interpretable-ml equation-discovery ai4science ai4math
  • Updated Nov 4, 2024
  • Python

yanzheb / explainable-reinforcement-learning

Star 68

The most comprehensive XRL paper list: 277 papers (2016–2026) on interpretable and explainable RL. Surveys, saliency, counterfactuals, policy summarization and more.

awesome reinforcement-learning deep-reinforcement-learning survey rl awesome-list interpretability interpretable-ml xai explainability xrl
  • Updated Apr 4, 2026

BirkhoffG / Explainable-ML-Papers

Star 50

A list of research papers of explainable machine learning.

machine-learning awesome research paper academic survey human-in-the-loop interpretability human-in-the-loop-machine-learning explanations interpretable-ml explainable-ml xai explainability counterfactual-explanations interpretable-models recourse trustworthy-machine-learning human-ai-interaction
  • Updated Jun 25, 2021

Improve this page

Add a description, image, and links to the interpretable-ml topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the interpretable-ml topic, visit your repo's landing page and select "manage topics."

Learn more

Back | FazBrowse Home | New Git URL