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The Top 23 Interpretability Xai Open Source Projects

Open source projects categorized as Interpretability Xai
Categories > Machine Learning > Interpretability
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 15 days agopypi interpret} Downloads
Awesome Machine Learning Interpretability ⭐ 3,241
A curated list of awesome responsible machine learning resources.
most recent commit 3 months ago
Alibi ⭐ 2,257
Algorithms for explaining machine learning models
dependent packages 17total releases 31most recent commit 3 months agopypi alibi} Downloads
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29most recent commit 7 months ago
Awesome Explainable Ai ⭐ 1,208
A collection of research materials on explainable AI/ML
most recent commit 3 months ago
Xai ⭐ 1,052
XAI - An eXplainability toolbox for machine learning
total releases 6most recent commit 2 years ago
Xai_resources ⭐ 634
Interesting resources related to XAI (Explainable Artificial Intelligence)
most recent commit 2 years ago
Interpretable_machine_learning_with_python ⭐ 629
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
most recent commit a year ago
Xplique ⭐ 522
👋 Xplique is a Neural Networks Explainability Toolbox
total releases 3most recent commit 4 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
Mli Resources ⭐ 405
H2O.ai Machine Learning Interpretability Resources
most recent commit 3 years ago
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
Pyss3 ⭐ 307
A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)
total releases 29most recent commit 8 months ago
Modelstudio ⭐ 305
📍 Interactive Studio for Explanatory Model Analysis
total releases 18most recent commit 8 months ago
Awesome Fairness In Ai ⭐ 257
A curated list of awesome Fairness in AI resources
most recent commit a year ago
Adversarial Explainable Ai ⭐ 235
💡 Adversarial attacks on explanations and how to defend them
most recent commit 6 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 7 months agopypi zennit} Downloads
Visual Attribution ⭐ 117
Pytorch Implementation of recent visual attribution methods for model interpretability
most recent commit 4 years ago
Lrp_for_lstm ⭐ 115
Layer-wise Relevance Propagation (LRP) for LSTMs
most recent commit 4 years ago
Gsat ⭐ 111
[ICML 2022] Graph Stochastic Attention (GSAT) for interpretable and generalizable graph learning.
most recent commit 10 months ago
Explainableai.jl ⭐ 96
Explainable AI in Julia.
most recent commit 3 months ago
Breakdown ⭐ 87
Model Agnostics breakDown plots
dependent packages 6total releases 6most recent commit 4 years ago
The 9 Most Depended On Interpretability 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 15 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
Alibi ⭐ 2,257
Algorithms for explaining machine learning models
dependent packages 17total releases 31latest release July 07, 2023most recent commit 3 months agopypi alibi} Downloads
Breakdown ⭐ 87
Model Agnostics breakDown plots
dependent packages 6total releases 6latest release January 20, 2021most recent commit 4 years ago
Ibreakdown ⭐ 79
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
dependent packages 4total releases 8latest release May 07, 2021most recent commit 5 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
Kernelshap ⭐ 28
Efficient R implementation of SHAP
dependent packages 1total releases 11latest release September 23, 2023most recent commit 4 months ago
The 10 Latest Releases In Interpretability 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
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
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 15 days agopypi interpret} Downloads
Alibi ⭐ 2,257
Algorithms for explaining machine learning models
dependent packages 17total releases 31latest release July 07, 2023most recent commit 3 months agopypi alibi} Downloads
Modelstudio ⭐ 305
📍 Interactive Studio for Explanatory Model Analysis
total releases 18latest release February 20, 2023most recent commit 8 months ago
Dalex ⭐ 1,242
moDel Agnostic Language for Exploration and eXplanation
dependent packages 24total releases 29latest release January 15, 2023most recent commit 7 months ago
Xplique ⭐ 522
👋 Xplique is a Neural Networks Explainability Toolbox
total releases 3latest release November 07, 2022most recent commit 4 months ago
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