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boosting interpretability shapley shap explainability updated jul 21 2026 jupyter notebook ethicalml awesome production machine learning star 20 8k code issues pull requests a curated list of awesome open source libraries to deploy monitor version and scale your machine learning machine learning data mining awesome deep learning awesome list interpretability privacy preserving production machine learning mlops privacy preserving machine learning explainability responsible ai machine learning operations ml ops ml operations privacy preserving ml large scale ml production ml large scale machine learning updated jul 14 2026 jacobgil pytorch grad cam star 12 9k code issues pull requests discussions 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 updated jul 10 2026 python interpretml interpret star 6 9k code issues pull requests 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 jul 20 2026 c meta pytorch captum star 5 7k code issues pull requests model interpretability and understanding for pytorch interpretability feature importance interpretable ai interpretable ml feature attribution updated jul 20 2026 python tensorflow lucid star 4 7k code issues pull requests a collection of infrastructure and tools for research in neural network interpretability visualization machine learning tensorflow jupyter notebook colab interpretability updated feb 6 2023 jupyter notebook jphall663 awesome machine learning interpretability star 4k code issues pull requests 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 maif shapash star 3 2k code issues pull requests discussions shapash user friendly explainability and interpretability to develop reliable and transparent machine learning models python machine learning transparency lime interpretability ethical artificial intelligence explainable ml shap explainability updated jul 20 2026 jupyter notebook stellargraph stellargraph star 3 1k code issues pull requests discussions stellargraph machine learning on graphs python data science machine learning deep learning graphs machine learning algorithms networkx graph data graph analysis graph machine learning link prediction graph convolutional networks gcn saliency map interpretability geometric deep learning graph neural networks heterogeneous networks stellargraph library updated apr 10 2024 python seldonio alibi star 2 6k code issues pull requests algorithms for explaining machine learning models machine learning interpretability counterfactual explanations xai updated oct 17 2025 python frgfm torch cam sponsor star 2 3k code issues pull requests discussions class activation maps for your pytorch models cam grad cam grad cam smooth grad cam score cam ss cam is cam xgrad cam layer cam python deep learning grad cam cnn pytorch saliency map interpretability smoothgrad interpretable deep learning gradcam activation maps class activation map gradcam plus plus score cam updated jul 21 2026 python chaoyanghe awesome federated learning star 2k code issues pull requests fedml the research and production integrated federated learning library https fedml ai machine learning privacy computer vision semi supervised learning transfer learning wireless communication distributed optimization interpretability neural architecture search federated learning continual learning vertical federated learning non iid decentralized federated learning hierarchical federated learning adversarial attack and defense communication efficiency straggler problem computation efficiency incentive mechanism updated sep 3 2022 google deepmind penzai star 1 9k code issues pull requests discussions a jax research toolkit for building editing and visualizing neural networks visualization neural networks interpretability fine tuning jax updated jun 22 2025 python microsoft responsible ai toolbox star 1 8k code issues pull requests responsible ai toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of ai systems these interfaces and libraries empower developers and stakeholders of ai systems to develop and monitor ai more responsibly and take better data driven actions visualization data science machine learning widget ui jupyter widgets ml data visualization data analysis machinelearning fairness interpretability error analysis explainable ai explainable ml fairness ai explainability fairness ml responsible ai updated apr 29 2026 typescript ramprs grad cam star 1 7k code issues pull requests iccv 2017 torch code for grad cam deep learning heatmap grad cam convolutional neural networks interpretability iccv17 visual explanation updated sep 17 2022 lua wangyongjie ntu awesome explainable ai star 1 7k code issues pull requests a collection of research materials on explainable ai ml xml interpretability explanation system interpretable ai explainable ai xai counterfactual explanations recourse updated mar 7 2026 markdown csinva imodels star 1 6k code issues pull requests discussions interpretable ml package for concise transparent and accurate predictive modeling sklearn compatible python rules data science machine learning statistics ai scikit learn ml artificial intelligence supervised learning interpretability explainable ai explainable ml rule learning optimal classification tree rulefit imodels bayesian rule list updated may 26 2026 jupyter notebook stanfordnlp pyreft star 1 6k code issues pull requests stanford nlp python library for representation finetuning reft interpretability reft representation finetuning updated mar 5 2026 python modeloriented dalex star 1 5k code issues pull requests model agnostic language for exploration and explanation black box data science machine learning predictive modeling fairness interpretability explainable artificial intelligence explanations explainable ai explainable ml xai model visualization interpretable machine learning iml dalex responsible ai responsible ml explanatory model analysis updated jul 15 2026 python cdpierse transformers interpret star 1 4k code issues pull requests discussions model explainability that works seamlessly with transformers explain your transformers model in just 2 lines of code nlp machine learning natural language processing computer vision deep learning neural network transformers interpretability explainable ai captum model explainability transformers model updated aug 30 2023 jupyter notebook load more improve this page add a description image and links to the interpretability 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 interpretability topic visit your repo s landing page and select manage topics learn more footer 2026 github inc footer navigation terms privacy security status community docs contact manage cookies do not share my personal information you can t perform that action at this time
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