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The Top 23 Machine Learning Xai Explainable Ml Open Source Projects

Open source projects categorized as Machine Learning Xai Explainable Ml
Categories > Explainable Ml
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 14 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
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
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
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
Talktomodel ⭐ 68
TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
most recent commit 9 months ago
Awesome Shapley Value ⭐ 63
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
most recent commit 2 years ago
Xai Iml Sota ⭐ 50
Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.
most recent commit 2 years ago
Xplainable ⭐ 48
Real-time explainable machine learning for business optimisation
most recent commit 3 months ago
Mace ⭐ 29
Model Agnostic Counterfactual Explanations
most recent commit 3 years ago
Contrxt ⭐ 19
a tool for comparing the predictions of any text classifiers
most recent commit 2 years ago
Artemis ⭐ 19
A Python package with explanation methods for extraction of feature interactions from predictive models
most recent commit 5 months ago
Diabetes_use_case ⭐ 19
Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/
most recent commit 3 years ago
Dlime_experiments ⭐ 16
In this work, we propose a deterministic version of Local Interpretable Model Agnostic Explanations (LIME) and the experimental results on three different medical datasets shows the superiority for Deterministic Local Interpretable Model-Agnostic Explanations (DLIME).
most recent commit 3 years ago
Hc_ml ⭐ 12
Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.
most recent commit 4 years ago
Recourse ⭐ 12
Code to reproduce our paper on probabilistic algorithmic recourse: https://arxiv.org/abs/2006.06831
most recent commit 3 years ago
Mllp ⭐ 12
The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".
most recent commit 2 years ago
The 4 Most Depended On Machine Learning Xai Explainable Ml 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
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
The 8 Latest Releases In Machine Learning Xai Explainable Ml 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
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
Aix360 ⭐ 1,471
Interpretability and explainability of data and machine learning models
total releases 5latest release July 31, 2023most recent commit 7 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
Xai ⭐ 1,052
XAI - An eXplainability toolbox for machine learning
total releases 6latest release October 30, 2021most recent commit 2 years ago
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