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The Top 23 Machine Learning Explainable Ai Xai Open Source Projects

Open source projects categorized as Machine Learning Explainable Ai Xai
Categories > Explainable Ai
Categories > Machine Learning > Machine Learning
Categories > Xai
Pytorch Grad Cam ⭐ 8,723
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
dependent packages 10total releases 28most recent commit 4 months agopypi grad-cam} Downloads
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45most recent commit 12 days agopypi interpret} Downloads
Aix360 ⭐ 1,471
Interpretability and explainability of data and machine learning models
total releases 5most recent commit 7 months ago
Dice ⭐ 1,257
Generate Diverse Counterfactual Explanations for any machine learning model.
dependent packages 6total releases 12most recent commit 2 months agopypi dice-ml} Downloads
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29most recent commit 7 months ago
Xai ⭐ 1,052
XAI - An eXplainability toolbox for machine learning
total releases 6most recent commit 2 years ago
Awesome Interpretable Machine Learning ⭐ 856
most recent commit a year ago
Awesome Graph Explainability Papers ⭐ 486
Papers about explainability of GNNs
most recent commit 3 months ago
Quantus ⭐ 460
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
dependent packages 1total releases 27most recent commit 3 months agopypi quantus} Downloads
Explainx ⭐ 375
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 @ [email protected]
total releases 56most recent commit 3 months ago
Whitebox ⭐ 184
[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes
most recent commit 9 months ago
Zennit ⭐ 151
Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.
dependent packages 2total releases 15most recent commit 6 months agopypi zennit} Downloads
Cade ⭐ 81
Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications
most recent commit a year ago
Survex ⭐ 79
Explainable Machine Learning in Survival Analysis
total releases 4most recent commit 4 months ago
Treeshap ⭐ 72
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
total releases 1most recent commit 3 months ago
Survshap ⭐ 65
SurvSHAP(t): Time-dependent explanations of machine learning survival models
most recent commit 3 months ago
Awesome Shapley Value ⭐ 63
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
most recent commit 2 years ago
Shapviz ⭐ 57
R package for SHAP plots
total releases 10most recent commit 3 months ago
Azimuth ⭐ 50
Helping AI practitioners better understand their datasets and models in text classification. From ServiceNow.
most recent commit 3 months ago
Xplainable ⭐ 48
Real-time explainable machine learning for business optimisation
most recent commit 3 months ago
Logic_explained_networks ⭐ 43
Logic Explained Networks is a python repository implementing explainable-by-design deep learning models.
most recent commit 10 months ago
Ceml ⭐ 35
CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox
total releases 11most recent commit 3 months ago
Iprompt ⭐ 33
Finding semantically meaningful and accurate prompts.
most recent commit 6 months ago
The 7 Most Depended On Machine Learning Explainable Ai Xai Open Source Projects
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 12 days agopypi interpret} Downloads
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29latest release January 15, 2023most recent commit 7 months ago
Dice ⭐ 1,257
Generate Diverse Counterfactual Explanations for any machine learning model.
dependent packages 6total releases 12latest release October 27, 2023most recent commit 2 months agopypi dice-ml} Downloads
Kernelshap ⭐ 28
Efficient R implementation of SHAP
dependent packages 1total releases 11latest release September 23, 2023most recent commit 4 months ago
Quantus ⭐ 460
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
dependent packages 1total releases 27latest release December 05, 2023most recent commit 3 months agopypi quantus} Downloads
The 10 Latest Releases In Machine Learning Explainable Ai Xai Open Source Projects
Quantus ⭐ 460
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
dependent packages 1total releases 27latest release December 05, 2023most recent commit 3 months agopypi quantus} Downloads
Ceml ⭐ 35
CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox
total releases 11latest release October 30, 2023most recent commit 3 months ago
Dice ⭐ 1,257
Generate Diverse Counterfactual Explanations for any machine learning model.
dependent packages 6total releases 12latest release October 27, 2023most recent commit 2 months agopypi dice-ml} Downloads
Treeshap ⭐ 72
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
total releases 1latest release October 01, 2023most recent commit 3 months ago
Kernelshap ⭐ 28
Efficient R implementation of SHAP
dependent packages 1total releases 11latest release September 23, 2023most recent commit 4 months ago
Survex ⭐ 79
Explainable Machine Learning in Survival Analysis
total releases 4latest release September 06, 2023most recent commit 4 months ago
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 12 days agopypi interpret} Downloads
Aix360 ⭐ 1,471
Interpretability and explainability of data and machine learning models
total releases 5latest release July 31, 2023most recent commit 7 months ago
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