interpretable-ai

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jacobgil /pytorch-grad-cam

Star12.5k

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

machine-learning computer-vision deep-learning grad-cam pytorch image-classification object-detection visualizations interpretability class-activation-maps interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai score-cam vision-transformers

UpdatedApr 7, 2025
Python

interpretml /interpret

Star6.7k

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

UpdatedDec 11, 2025
C++

meta-pytorch /captum

Star5.5k

Model interpretability and understanding for PyTorch

interpretability feature-importance interpretable-ai interpretable-ml feature-attribution

UpdatedDec 16, 2025
Python

jphall663 /awesome-machine-learning-interpretability

Star3.9k

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

UpdatedDec 1, 2025

wangyongjie-ntu /Awesome-explainable-AI

Star1.6k

A collection of research materials on explainable AI/ML

xml interpretability explanation-system interpretable-ai explainable-ai xai counterfactual-explanations recourse

UpdatedDec 11, 2025
Markdown

dswah /pyGAM

Star940

[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

UpdatedDec 17, 2025
Python

lopusz /awesome-interpretable-machine-learning

Star919

data-science machine-learning interpretable-ai interpretable-ml explainable-ai xai interpretable-machine-learning

UpdatedMar 19, 2023
Python

jphall663 /interpretable_machine_learning_with_python

Star679

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

UpdatedJun 17, 2024
Jupyter Notebook

h2oai /mli-resources

Star491

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

UpdatedDec 12, 2020
Jupyter Notebook

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 @ ms8909@nyu.edu

machine-learning scikit-learn transparency blackbox bias interpretability explainable-artificial-intelligence interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning machine-learning-interpretability explainability aws-sagemaker explainx

UpdatedAug 21, 2024
Jupyter Notebook

chr5tphr /zennit

Star239

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

UpdatedJul 31, 2025
Python

pietrobarbiero /pytorch_explain

Star164

PyTorch Explain: Interpretable Deep Learning in Python.

python machine-learning entropy deep-learning neural-network logic pytorch lens sympy interpretability interpretable-deep-learning interpretable-ai explainable-ai interpretable-machine-learning explainability

UpdatedMay 16, 2024
Jupyter Notebook

VincentGranville /Machine-Learning

Star123

Material related to my book Intuitive Machine Learning. Some of this material is also featured in my new book Synthetic Data and Generative AI.

machine-learning interpretable-ai explainable-ai interpretable-machine-learning

UpdatedJun 22, 2025
Python

ajayarunachalam /Deep_XF

Star118

Package towards building Explainable Forecasting and Nowcasting Models with State-of-the-art Deep Neural Networks and Dynamic Factor Model on Time Series data sets with single line of code. Also, provides utilify facility for time-series signal similarities matching, and removing noise from timeseries signals.

python machine-learning deep-neural-networks timeseries deep-learning time-series forecasting multivariate ecg-signal sensors forecasting-models time-series-analysis auto-ml interpretable-ai explainable-ml siamese-neural-network auto-timeseries nowcasting-models

UpdatedDec 8, 2022
Jupyter Notebook

12wang3 /rrl

Star117

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

UpdatedMar 12, 2024
Python

Julia-XAI /ExplainableAI.jl

Star116

Explainable AI in Julia.

julia interpretability interpretable-ai explainable-ai xai lrp feature-attribution attribution-methods

UpdatedDec 16, 2025
Julia

andreysharapov /xaience

Star110

All about explainable AI, algorithmic fairness and more

interpretability explainable-artificial-intelligence interpretable-deep-learning interpretable-ai explainable-ai explainable-ml interpretable-machine-learning

UpdatedSep 24, 2023
HTML

AthenaCore /AwesomeResponsibleAI

Star98

A curated list of awesome academic research, books, code of ethics, courses, databases, data sets, frameworks, institutes, maturity models, newsletters, principles, podcasts, regulations, reports, responsible scale policies, tools and standards related to Responsible, Trustworthy, and Human-Centered AI.

ai awesome-list ai-safety interpretable-ai explainable-ai xai ai-alignment fairness-ai responsible-ai human-centered-ai ethical-ai trustworthy-ai ai-regulation ai-governance ai-standards