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集合主题趋势排行榜
#

shapley

Website
Wikipedia
https://static.github-zh.com/github_avatars/shap?size=40
shap / shap

#计算机科学#A game theoretic approach to explain the output of any machine learning model.

interpretability机器学习深度学习gradient-boostingshapshapleyexplainability
Jupyter Notebook 24 k
3 天前
https://static.github-zh.com/github_avatars/mmschlk?size=40
mmschlk / shapiq

#计算机科学#Shapley Interactions and Shapley Values for Machine Learning

Pythonexplainabilityinterpretability机器学习shapshapleyexplainable-aifeature-importancegame-theoryinterpretable-machine-learningfeature-attribution
Python 559
6 天前
https://static.github-zh.com/github_avatars/iancovert?size=40
iancovert / sage

#计算机科学#For calculating global feature importance using Shapley values.

explainabilityinterpretabilityshapley机器学习
Python 270
14 天前
https://static.github-zh.com/github_avatars/benedekrozemberczki?size=40
benedekrozemberczki / shapley

#计算机科学#The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

shapley机器学习classifierrandom-forestexplainable-mlexplainable-aiensembleensemble-learning深度学习game-theory
Python 220
2 年前
https://static.github-zh.com/github_avatars/NorskRegnesentral?size=40
NorskRegnesentral / shapr

Explaining the output of machine learning models with more accurately estimated Shapley values

rstatsrcppshapleyexplainable-aiexplainable-ml
HTML 160
4 天前
https://static.github-zh.com/github_avatars/AstraZeneca?size=40
AstraZeneca / awesome-shapley-value

#计算机科学#Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

人工智能深度学习机器学习shapleyxai数据科学explainabilitylimeshapexplainable-aiexplainable-ml
150
3 年前
https://static.github-zh.com/github_avatars/bgreenwell?size=40
bgreenwell / fastshap

Fast approximate Shapley values in R

interpretable-machine-learningexplainable-mlexplainable-aishapleyxai
R 123
23 天前
https://static.github-zh.com/github_avatars/eeghor?size=40
eeghor / mta

Multi-Touch Attribution

marketingshapleyprobabilistic-models
Python 116
3 年前
https://static.github-zh.com/github_avatars/salimamoukou?size=40
salimamoukou / acv00

#计算机科学#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...

机器学习explainable-mlexplainabilityrule-basedshapley
Jupyter Notebook 102
3 年前
https://static.github-zh.com/github_avatars/awslabs?size=40
awslabs / sagemaker-explaining-credit-decisions

Amazon SageMaker Solution for explaining credit decisions.

explainable-aiexplainable-mlexplainabilityfinancial-analysis机器学习shapleysagemakeraws-sagemaker
Python 97
2 年前
https://static.github-zh.com/github_avatars/nredell?size=40
nredell / ShapML.jl

A Julia package for interpretable machine learning with stochastic Shapley values

shapinterpretable-machine-learningfeature-importanceJulia 语言shapley
Julia 90
1 年前
https://static.github-zh.com/github_avatars/snehankekre?size=40
snehankekre / streamlit-shap

#计算机科学#streamlit-shap provides a wrapper to display SHAP plots in Streamlit.

Streamlitshap机器学习explainabilityinterpretabilityshapley
Python 86
3 年前
https://static.github-zh.com/github_avatars/ModelOriented?size=40
ModelOriented / iBreakDown

Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)

xaiinterpretabilityshapley
R 84
2 年前
https://static.github-zh.com/github_avatars/nredell?size=40
nredell / shapFlex

#计算机科学#An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model

shapleyensemble机器学习packageRfeature-importanceinterpretable-machine-learningr-packageshapcausalitycausal-inferencecausal-networks
R 75
5 年前
https://static.github-zh.com/github_avatars/iancovert?size=40
iancovert / shapley-regression

For calculating Shapley values via linear regression.

shapleyexplainabilityinterpretabilitygame-theory
Python 67
4 年前
https://static.github-zh.com/github_avatars/iancovert?size=40
iancovert / removal-explanations

#计算机科学#A lightweight implementation of removal-based explanations for ML models.

explainabilityinterpretabilityshapley机器学习
Python 59
4 年前
https://static.github-zh.com/github_avatars/redichh?size=40
redichh / ShapleyR

Package for a nice and smoothe usage of the shapley value for mlr

mlrshapley
R 26
6 年前
https://static.github-zh.com/github_avatars/jpmorganchase?size=40
jpmorganchase / cf-shap

#计算机科学#Counterfactual SHAP: a framework for counterfactual feature importance

explainabilityexplainable-aiexplainable-mlexplanationsfeature-attributionfeature-importance机器学习shapshapleyxgboost
HTML 20
2 年前
https://static.github-zh.com/github_avatars/SeanPLeary?size=40
SeanPLeary / shapley-values-h2o-example

Shapley Values with H2O AutoML Example (ML Interpretability)

h2oshapleyinterpretable-machine-learning
HTML 19
6 年前
https://static.github-zh.com/github_avatars/elbersb?size=40
elbersb / shapley

Compute Shapley-Shorrocks value decompositions

shapley
R 13
1 年前
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