12 results found Sort:

wangyongjie-ntu
Awesome-explainable-AI wangyongjie-ntu
199
1.4k
mit
42
A collection of research materials on explainable AI/ML
xai xml recourse explainable-ai interpretability interpretable-ai explanation-system counterfactual-explanations
Created 2020-02-16
438 commits to master branch, last one about a month ago
interpretml
DiCE interpretml
190
1.4k
mit
19
Generate Diverse Counterfactual Explanations for any machine learning model.
xai deep-learning explainable-ai explainable-ml machine-learning counterfactual-explanations interpretable-machine-learning
Created 2019-05-02
783 commits to main branch, last one 29 days ago
guillermo-navas-palencia
optbinning guillermo-navas-palencia
100
461
apache-2.0
18
Optimal binning: monotonic binning with constraints. Support batch & stream optimal binning. Scorecard modelling and counterfactual explanations.
woe mdlp python stream binning scorecard woebinning optimization credit-scoring streaming-data batch-processing counterfactual-explanations
Created 2019-12-31
917 commits to master branch, last one about a month ago
carla-recourse
CARLA carla-recourse
62
283
mit
7
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
python pytorch recourse benchmark tensorflow tensorflow2 benchmarking counterfactual explainability explainable-ai explainable-ml counterfactuals machine-learning artificial-intelligence counterfactual-explanations
Created 2020-12-09
121 commits to main branch, last one about a year ago
fzi-forschungszentrum-informatik
TSInterpret fzi-forschungszentrum-informatik
12
126
bsd-3-clause
4
An Open-Source Library for the interpretability of time series classifiers
time-series explainable-ai explainable-ml interpretability interpretable-ml feature-attribution counterfactual-explanations interpretable-machine-learning explainable-artificial-intelligence
Created 2022-08-15
486 commits to main branch, last one 26 days ago
JuliaTrustworthyAI
CounterfactualExplanations.jl JuliaTrustworthyAI
7
120
mit
6
A package for Counterfactual Explanations and Algorithmic Recourse in Julia.
julia deep-learning explainable-ai machine-learning counterfactual-explanations
Created 2021-12-22
2,054 commits to main branch, last one 2 days ago
MaheepChaudhary
Causality-in-Trustworthy-Machine-Learning MaheepChaudhary
8
88
unknown
8
The repository contains lists of papers on causality and how relevant techniques are being used to further enhance deep learning era computer vision solutions.
causality counterfactual computer-vision causal-inference counterfactual-explanations
Created 2022-01-02
265 commits to main branch, last one about a year ago
charmlab
mace charmlab
11
87
unknown
4
Model Agnostic Counterfactual Explanations
xai explainable-ai explainable-ml machine-learning counterfactual-explanations interpretable-machine-learning
Created 2019-06-20
111 commits to master branch, last one 3 years ago
mertyg
debug-mistakes-cce mertyg
7
75
mit
8
Meaningfully debugging model mistakes with conceptual counterfactual explanations. ICML 2022
concepts explanations interpretability counterfactual-explanations
Created 2022-05-30
5 commits to main branch, last one 2 years ago
wangyongjie-ntu
CFAI wangyongjie-ntu
8
50
mit
3
A collection of algorithms of counterfactual explanations.
pytorch recourse explainable-ai explainable-ml interpretability counterfactual-explanations explainable-machine-learning
Created 2020-10-05
99 commits to main branch, last one 3 years ago
guillaumejs2403
ACE guillaumejs2403
3
38
mit
1
This repository contains the official code for the CVPR 2023 paper ``Adversarial Counterfactual Visual Explanations''
pytorch counterfactual-explanations
Created 2023-02-28
7 commits to main branch, last one about a year ago
cambridge-mlg
CLUE cambridge-mlg
5
35
mit
11
Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"
paper research publication uncertainty latent-space transparency deep-learning counterfactual neural-networks generative-model interpretability machine-learning aleatoric-uncertainty epistemic-uncertainty counterfactual-explanations
Created 2021-03-16
6 commits to master branch, last one about a year ago