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The Top 23 Explainable Ai Interpretable Machine Learning Open Source Projects

Open source projects categorized as Explainable Ai Interpretable Machine Learning
Categories > Explainable Ai
Categories > Interpretable Machine Learning
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45most recent commit 14 days agopypi interpret} Downloads
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
Awesome Interpretable Machine Learning ⭐ 856
most recent commit a year ago
Omnixai ⭐ 674
OmniXAI: A Library for eXplainable AI
dependent packages 3total releases 14most recent commit 8 months agopypi omnixai} 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
Modelstudio ⭐ 305
📍 Interactive Studio for Explanatory Model Analysis
total releases 18most recent commit 8 months ago
Adversarial Explainable Ai ⭐ 235
💡 Adversarial attacks on explanations and how to defend them
most recent commit 6 months ago
Cnn Exposed ⭐ 157
🕵️‍♂️ Interpreting Convolutional Neural Network (CNN) Results.
most recent commit 5 years ago
Xaience ⭐ 100
All about explainable AI, algorithmic fairness and more
most recent commit 7 months ago
Fastshap ⭐ 96
Fast approximate Shapley values in R
dependent packages 6total releases 7most recent commit a year ago
Tsinterpret ⭐ 83
An Open-Source Library for the interpretability of time series classifiers
most recent commit 4 months ago
Rrl ⭐ 82
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"
most recent commit 3 months ago
Zennit Crp ⭐ 80
An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization
total releases 11most recent commit 3 months 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
Machine Learning ⭐ 68
Material related to my book Intuitive Machine Learning. Some of this material is also featured in my new book Synthetic Data and Generative AI.
most recent commit 4 months ago
Ml Fairness Framework ⭐ 64
FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)
total releases 1most recent commit 2 years ago
Machine Learning For High Risk Applications Book ⭐ 60
Official code repo for the O'Reilly Book - Machine Learning for High-Risk Applications
most recent commit a year ago
Iba ⭐ 58
Information Bottlenecks for Attribution
most recent commit a year ago
Xaiaterum2020 ⭐ 49
Workshop: Explanation and exploration of machine learning models with R and DALEX at eRum 2020
most recent commit 3 years ago
Prototree ⭐ 46
ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021
most recent commit 2 years ago
Potato ⭐ 44
XAI based human-in-the-loop framework for automatic rule-learning.
total releases 15most recent commit 8 months ago
The 6 Most Depended On Explainable Ai Interpretable Machine Learning Open Source Projects
Interpret ⭐ 5,974
Fit interpretable models. Explain blackbox machine learning.
dependent packages 28total releases 45latest release August 26, 2023most recent commit 14 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
Fastshap ⭐ 96
Fast approximate Shapley values in R
dependent packages 6total releases 7latest release June 06, 2023most recent commit a year 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
Omnixai ⭐ 674
OmniXAI: A Library for eXplainable AI
dependent packages 3total releases 14latest release June 10, 2022most recent commit 8 months agopypi omnixai} 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 Explainable Ai Interpretable Machine Learning Open Source Projects
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 14 days agopypi interpret} Downloads
Fastshap ⭐ 96
Fast approximate Shapley values in R
dependent packages 6total releases 7latest release June 06, 2023most recent commit a year ago
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
Zennit Crp ⭐ 80
An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization
total releases 11latest release November 01, 2022most recent commit 3 months ago
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