14 results found Sort:

shap
shap shap
3.2k
21.9k
mit
240
A game theoretic approach to explain the output of any machine learning model.
shap shapley deep-learning explainability interpretability machine-learning gradient-boosting
Created 2016-11-22
2,659 commits to master branch, last one 3 days ago
iancovert
sage iancovert
33
236
mit
6
For calculating global feature importance using Shapley values.
shapley explainability interpretability machine-learning
Created 2020-03-13
83 commits to master branch, last one about a month ago
benedekrozemberczki
shapley benedekrozemberczki
36
211
mit
6
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
owen shapley ensemble classifier game-theory voting-game deep-learning random-forest shapley-value explainable-ai explainable-ml machine-learning ensemble-learning voting-classifier game-theory-toolbox weighted-voting-games random-forest-classifier
Created 2020-01-30
357 commits to master branch, last one 11 months ago
NorskRegnesentral
shapr NorskRegnesentral
30
135
other
8
Explaining the output of machine learning models with more accurately estimated Shapley values
rcpp rstats shapley rcpparmadillo explainable-ai explainable-ml
Created 2018-05-16
247 commits to master branch, last one about a month ago
AstraZeneca
awesome-shapley-value AstraZeneca
10
134
apache-2.0
2
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
xai lime shap shapley owen-value explainable data-science deep-learning shapley-value explainability explainable-ai explainable-ml shapley-q-value machine-learning shapley-decomposition artificial-intelligence shapley-additive-explanations explainable-artificial-intelligence
Created 2022-04-29
87 commits to master branch, last one about a year ago
bgreenwell
fastshap bgreenwell
18
112
unknown
4
Fast approximate Shapley values in R
xai shapley explainable-ai explainable-ml shapley-values variable-importance interpretable-machine-learning
Created 2019-07-17
105 commits to master branch, last one 3 months ago
salimamoukou
acv00 salimamoukou
12
101
mit
10
ACV is a python library that provides explanations for any machine learning model or data. It gives local rule-based explanations for any model or data and different Shapley Values for tree-based mode...
shapley rule-based explainability explainable-ml machine-learning
Created 2021-03-24
133 commits to main branch, last one about a year ago
eeghor
mta eeghor
33
99
unknown
12
Multi-Touch Attribution
shapley marketing markov-model probabilistic-models
Created 2018-10-31
82 commits to master branch, last one 2 years ago
awslabs
sagemaker-explaining-credit-decisions awslabs
27
94
apache-2.0
12
Amazon SageMaker Solution for explaining credit decisions.
shapley sagemaker aws-sagemaker credit-scoring explainability explainable-ai explainable-ml machinelearning financial-analysis loan-prediction-analysis
Created 2020-04-02
38 commits to master branch, last one about a year ago
nredell
ShapML.jl nredell
7
81
mit
4
A Julia package for interpretable machine learning with stochastic Shapley values
iml shap julia shapley shapley-value feature-importance stochastic-shapley-values interpretable-machine-learning
Created 2020-01-23
118 commits to master branch, last one 2 years ago
ModelOriented
iBreakDown ModelOriented
15
79
gpl-3.0
10
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
iml xai shapley breakdown interpretability
Created 2018-10-17
246 commits to master branch, last one 6 months ago
snehankekre
streamlit-shap snehankekre
7
75
mit
4
streamlit-shap provides a wrapper to display SHAP plots in Streamlit.
shap shapley streamlit explainability interpretability machine-learning streamlit-component
Created 2022-01-31
21 commits to main branch, last one 2 years ago
iancovert
shapley-regression iancovert
14
58
mit
6
For calculating Shapley values via linear regression.
shapley game-theory explainability interpretability
Created 2020-11-22
5 commits to master branch, last one 2 years ago
iancovert
removal-explanations iancovert
11
55
unknown
3
A lightweight implementation of removal-based explanations for ML models.
shapley explainability interpretability machine-learning
Created 2020-11-20
4 commits to main branch, last one 2 years ago