Statistics for topic interpretability

RepositoryStats tracks 595,857 Github repositories, of these 169 are tagged with the interpretability topic. The most common primary language for repositories using this topic is Python (84). Other languages include: Jupyter Notebook (46)

Stargazers over time for topic interpretability

Most starred repositories for topic interpretability (view more)

shap shap

3.3k

23.1k

mit

245

A game theoretic approach to explain the output of any machine learning model.

shap shapley deep-learning explainability interpretability machine-learning gradient-boosting

Created 2016-11-22

2,780 commits to master branch, last one 7 days ago

awesome-production-machine-learning EthicalML

2.3k

17.7k

mit

407

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

mlops ml-ops awesome data-mining awesome-list deep-learning ml-operations production-ml explainability large-scale-ml responsible-ai interpretability machine-learning privacy-preserving privacy-preserving-ml machine-learning-operations production-machine-learning large-scale-machine-learning privacy-preserving-machine-learning

Created 2018-08-15

1,027 commits to master branch, last one 19 days ago

pytorch-grad-cam jacobgil

1.6k

10.8k

mit

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

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

Created 2017-05-31

246 commits to master branch, last one 4 days ago

interpret interpretml

736

6.3k

mit

146

Fit interpretable models. Explain blackbox machine learning.

ai iml xai bias blackbox interpretml scikit-learn transparency explainability explainable-ai explainable-ml interpretability interpretable-ai interpretable-ml machine-learning gradient-boosting differential-privacy artificial-intelligence interpretable-machine-learning

Created 2019-05-03

3,562 commits to develop branch, last one 2 days ago