shapley

There are 4 repositories under shapley topic.

shap / shap
A game theoretic approach to explain the output of any machine learning model.
interpretability machine-learning deep-learning gradient-boosting shap shapley explainability
Language:Jupyter Notebook 21578
iancovert / sage
For calculating global feature importance using Shapley values.
explainability interpretability shapley machine-learning
Language:Python 233
shapley
benedekrozemberczki / shapley
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
shapley shapley-value owen voting-classifier machine-learning classifier random-forest random-forest-classifier explainable-ml explainable-ai ensemble ensemble-learning deep-learning voting-game game-theory game-theory-toolbox weighted-voting-games
Language:Python 209
NorskRegnesentral / shapr
Explaining the output of machine learning models with more accurately estimated Shapley values
rstats rcpp rcpparmadillo shapley explainable-ai explainable-ml
Language:R 134
awesome-shapley-value
AstraZeneca / awesome-shapley-value
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
artificial-intelligence deep-learning machine-learning shapley shapley-additive-explanations shapley-value xai data-science explainability explainable lime shap explainable-ai explainable-artificial-intelligence explainable-ml shapley-decomposition shapley-q-value owen-value
131
bgreenwell / fastshap
Fast approximate Shapley values in R
shapley-values interpretable-machine-learning explainable-ml explainable-ai variable-importance shapley xai
Language:R 111
salimamoukou / acv00
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 models.
machine-learning explainable-ml explainability rule-based shapley
Language:Jupyter Notebook 98
eeghor / mta
Multi-Touch Attribution
marketing markov-model shapley probabilistic-models
Language:Python 97
awslabs / sagemaker-explaining-credit-decisions
Amazon SageMaker Solution for explaining credit decisions.
explainable-ai explainable-ml explainability credit-scoring loan-prediction-analysis financial-analysis machinelearning shapley sagemaker aws-sagemaker
Language:Python 93
ModelOriented / iBreakDown
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
xai iml breakdown interpretability shapley
Language:R 79
ShapML.jl
nredell / ShapML.jl
A Julia package for interpretable machine learning with stochastic Shapley values
shap shapley-value iml interpretable-machine-learning feature-importance julia stochastic-shapley-values shapley
Language:Julia 79
snehankekre / streamlit-shap
streamlit-shap provides a wrapper to display SHAP plots in Streamlit.
streamlit shap machine-learning explainability interpretability shapley streamlit-component
Language:Python 72
shapFlex
nredell / shapFlex
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
shapley shapley-value ensemble machine-learning package r feature-importance shapley-values iml interpretable-machine-learning r-package shap causality causal-inference causal-networks
Language:R 70
iancovert / removal-explanations
A lightweight implementation of removal-based explanations for ML models.
explainability interpretability shapley machine-learning
Language:Python 56
iancovert / shapley-regression
For calculating Shapley values via linear regression.
shapley explainability interpretability game-theory
Language:Python 55
redichh / ShapleyR
Package for a nice and smoothe usage of the shapley value for mlr
mlr shapley
Language:R 25
SeanPLeary / shapley-values-h2o-example
Shapley Values with H2O AutoML Example (ML Interpretability)
h2oai h2o-automl h2o shapley interpretable-machine-learning
Language:HTML 18
jpmorganchase / cf-shap
Counterfactual SHAP: a framework for counterfactual feature importance
explainability explainable-ai explainable-artificial-intelligence explainable-ml explanations feature-attribution feature-importance machine-learning shap shapley shapley-values tree-based xgboost algorithmic-recourse counterfactual-explanations counterfactuals facct2022 explainable-machine-learning
Language:HTML 12
elbersb / shapley
Compute Shapley-Shorrocks value decompositions
decomposition shapley
Language:R 11
FernandoLpz / SHAP-Classification-example
This repository contains an example of how to implement the shap library to interpret a machine learning model.
shap shapley machine-learning interpretability random-forest
Language:Jupyter Notebook 9
tsurubee / shappack
Interpretable machine learning based on Shapley values
shapley shapley-value shap xai interpretability explainability interpretable-machine-learning
Language:Python 9
jpmorganchase / cf-shap-facct22
Counterfactual Shapley Additive Explanation: Experiments
facct2022 shapley explanations algorithmic-recourse counterfactual-explanations counterfactuals explainable-ai explainable-artificial-intelligence explainable-machine-learning explainable-ml feature-attention feature-importance machine-learning shap shapley-values tree-based xgboost
Language:Jupyter Notebook 7
shubh1608 / Jupyter-Notebook-Template
Jupyter Notebook Templates for quick prototyping of machine learning solutions
lux pycaret scikit-learn scikit-optimize python shapley jupyter-notebooks imbalanced-learning hyperparameter-optimization pandas-profiling
Language:Jupyter Notebook 7
uyanik / ShapKa
An open source library for key drivers analysis based on Shapley values and Kano Theory
kano shapley
Language:Jupyter Notebook 6
LamineTourelab / Explainable-AI
In this repository you will fine explainability of machine learning models.
explainability explainable-ai explainable-ml explainerdashboard lime model shapash shapely interpretability machine-learning shap shapley shapley-additive-explanations
5
hiyamgh / Forecasting-Demand-Primary-Health-Care
Predicting Demand in Primary Health Care Centers in Lebanon: Insight from Syrian Refugees Crisis
time-series uncertainty utility-based-regression shapley probabilistic-forecasting imbalanced-data syrian-refugees public-health machine-learning data-science python tensorflow
Language:Jupyter Notebook 3
match2kd
matthieuvion / match2kd
Save thousands of API calls. Custom model & dataset aiming at predicting a game difficulty score ("lobby avg kd") without calling players' games history stats and profiles.
api callofduty feature-engineering feature-extraction graphql scraping shapley xgboost
Language:Jupyter Notebook 3
ruoxi-jia-group / 2d-shapley
This is an official repository for "2D-Shapley: A Framework for Fragmented Data Valuation" (ICML2023).
data-valuation 2d-shapley shapley
Language:Jupyter Notebook 3
jasonjfoster / rollshap
Analytical computation of rolling and expanding Shapley values for time-series data.
algorithms package r rcpp shapley
Language:C++ 2
leo-cb / HeartDiseasePrediction_ModelDev
Exploratory data analysis, model development and model explainability for the heart disease web application. Stack: Databricks, Pyspark, MLFlow, AutoML, Shapley, Docker.
automl databricks docker mlflow pyspark shapley sklearn
Language:Jupyter Notebook 2
tam-ng / Survival_Analysis_ICU_24hrs
Using data within first 24 hours of intensive care to develop a machine learning model that could improve the current patient survival probability prediction system (apache_4a) and is more generalized to patients outside of the US
icu survival-prediction machine-learning catboost lgboost cnn wids-datathon wids survival-analysis pca neural-network healthcare intensive-care imputation-methods shapley
Language:Jupyter Notebook 1
vla6 / Stereotyping_ROCDS
Examines fairness metrics for models including gender stereotyping versus group differences due to appropriate predictors. Also explores feature bias mitigation
machine-learning fairness-ml xgboost random-forest r data-science explainable-ai shapley
Language:R 1
jianninapinto / Loan-Default-Risk-Prediction
Trained a classifier by using labeled data and oversampling and undersampling techniques to predict if a borrower will default on a loan. The model is intended to be used as a reference tool to help investors make informed decisions about lending to potential borrowers based on their ability to repay. The purpose is to lower risk & maximize profit.
classification-report confusion-matrix logistic-regression one-hot-encoding partial-dependence-plot python random-forest-classifier roc-auc-curve scikit-learn shapley smote supervised-machine-learning xgboost
Language:Jupyter Notebook 0
Oxygen-Oriented-Programming / Clean-Air-Compass-GeoJson-FastAPI
FastAPI for gathering LocationIQ bounding box and PurpleAir Sensor Data then creating interpolated GeoJson using KNN-Regression
fastapi knn-regression shapley
Language:Python 0
beckypangpang / horse-racing-prediction-SHAP
This repository contains the code for machine learning models designed to predict the outcomes of horse races, with SHAP (SHapley Additive exPlanations) interpretation incorporated for enhanced model interpretability.
data-science machine-learning shap shapley
Language:Jupyter Notebook
leo-cb / HeartDiseasePrediction_WebApp
Flask app that predicts the risk of heart disease based on a GBT ML model, and shows the confidence in the prediction as well as the factors behind the prediction (explainability).
docker docker-compose flask github-actions pytest shapley mongodb
Language:Python

shapley

shap / shap

iancovert / sage

benedekrozemberczki / shapley

NorskRegnesentral / shapr

AstraZeneca / awesome-shapley-value

bgreenwell / fastshap

salimamoukou / acv00

eeghor / mta

awslabs / sagemaker-explaining-credit-decisions

ModelOriented / iBreakDown

nredell / ShapML.jl

snehankekre / streamlit-shap

nredell / shapFlex

iancovert / removal-explanations

iancovert / shapley-regression

redichh / ShapleyR

SeanPLeary / shapley-values-h2o-example

jpmorganchase / cf-shap

elbersb / shapley

FernandoLpz / SHAP-Classification-example

tsurubee / shappack

jpmorganchase / cf-shap-facct22

shubh1608 / Jupyter-Notebook-Template

uyanik / ShapKa

LamineTourelab / Explainable-AI

hiyamgh / Forecasting-Demand-Primary-Health-Care

matthieuvion / match2kd

ruoxi-jia-group / 2d-shapley

jasonjfoster / rollshap

leo-cb / HeartDiseasePrediction_ModelDev

tam-ng / Survival_Analysis_ICU_24hrs

vla6 / Stereotyping_ROCDS

jianninapinto / Loan-Default-Risk-Prediction

Oxygen-Oriented-Programming / Clean-Air-Compass-GeoJson-FastAPI

beckypangpang / horse-racing-prediction-SHAP

leo-cb / HeartDiseasePrediction_WebApp