GitHub topics: shapley
mmschlk/shapiq
Shapley Interactions and Shapley Values for Machine Learning
Language: Python - Size: 310 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 542 - Forks: 34

shap/shap
A game theoretic approach to explain the output of any machine learning model.
Language: Jupyter Notebook - Size: 279 MB - Last synced at: 5 days ago - Pushed at: 9 days ago - Stars: 23,888 - Forks: 3,362

NorskRegnesentral/shapr
Explaining the output of machine learning models with more accurately estimated Shapley values
Language: R - Size: 105 MB - Last synced at: 6 days ago - Pushed at: 18 days ago - Stars: 159 - Forks: 36

iancovert/sage
For calculating global feature importance using Shapley values.
Language: Python - Size: 7.93 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 270 - Forks: 35

awslabs/sagemaker-explaining-credit-decisions
Amazon SageMaker Solution for explaining credit decisions.
Language: Python - Size: 2.77 MB - Last synced at: 5 days ago - Pushed at: about 2 years ago - Stars: 97 - Forks: 28

bgreenwell/fastshap
Fast approximate Shapley values in R
Language: R - Size: 99.4 MB - Last synced at: 6 days ago - Pushed at: about 1 year ago - Stars: 121 - Forks: 18

nredell/ShapML.jl
A Julia package for interpretable machine learning with stochastic Shapley values
Language: Julia - Size: 529 KB - Last synced at: 8 days ago - Pushed at: about 1 year ago - Stars: 90 - Forks: 8

AstraZeneca/awesome-shapley-value
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
Size: 622 KB - Last synced at: 20 days ago - Pushed at: almost 3 years ago - Stars: 150 - Forks: 12

benedekrozemberczki/shapley
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
Language: Python - Size: 826 KB - Last synced at: 7 days ago - Pushed at: almost 2 years ago - Stars: 220 - Forks: 35

eeghor/mta
Multi-Touch Attribution
Language: Python - Size: 344 KB - Last synced at: 18 days ago - Pushed at: about 3 years ago - Stars: 116 - Forks: 36

snehankekre/streamlit-shap
streamlit-shap provides a wrapper to display SHAP plots in Streamlit.
Language: Python - Size: 4.52 MB - Last synced at: 10 days ago - Pushed at: almost 3 years ago - Stars: 86 - Forks: 9

elbersb/shapley
Compute Shapley-Shorrocks value decompositions
Language: R - Size: 63.5 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 4

Galactic-Code-Developers/Quipu-Superstructure
Quipu superstructure
Language: Python - Size: 35.1 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 1

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.
Language: Jupyter Notebook - Size: 19 MB - Last synced at: 11 days ago - Pushed at: over 2 years ago - Stars: 100 - Forks: 11

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
Language: Jupyter Notebook - Size: 34.6 MB - Last synced at: 8 days ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 0

ModelOriented/iBreakDown
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
Language: R - Size: 102 MB - Last synced at: 5 days ago - Pushed at: over 1 year ago - Stars: 84 - Forks: 15

LamineTourelab/Explainable-AI
In this repository you will fine explainability of machine learning models.
Size: 8.79 KB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 0

iancovert/shapley-regression
For calculating Shapley values via linear regression.
Language: Python - Size: 707 KB - Last synced at: 27 days ago - Pushed at: almost 4 years ago - Stars: 67 - Forks: 13

jasonjfoster/rollshap
Analytical computation of rolling and expanding Shapley values for time-series data.
Language: C++ - Size: 25.4 KB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

nredell/shapFlex
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
Language: R - Size: 2.13 MB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 74 - Forks: 7

reds-lab/2d-shapley
This is an official repository for "2D-Shapley: A Framework for Fragmented Data Valuation" (ICML2023).
Language: Jupyter Notebook - Size: 1.17 MB - Last synced at: 11 months ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 1

frankhuettner/frankhuettner.github.io---old Fork of alshedivat/al-folio
Personal website of Frank Huettner
Language: JavaScript - Size: 117 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 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.
Language: Jupyter Notebook - Size: 3.99 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

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.
Language: Jupyter Notebook - Size: 7.27 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

SanaeSaccomano/Machine-Learning
Résumé de mes projets de Machine Learning
Language: Jupyter Notebook - Size: 67.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

tsurubee/shappack
Interpretable machine learning based on Shapley values
Language: Python - Size: 473 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 8 - Forks: 0

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).
Language: Python - Size: 297 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 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
Language: Python - Size: 45.9 KB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

jianninapinto/Default-Loan-Predictor
Trained a classifier by using labeled data and SMOTE techniques to predict if a borrower will default on a loan. The machine learning 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 and maximize profit.
Language: Jupyter Notebook - Size: 1.92 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

razor-87/shapley
A solution concept in cooperative game theory
Language: Go - Size: 234 KB - Last synced at: 11 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

jpmorganchase/cf-shap-facct22
Counterfactual Shapley Additive Explanation: Experiments
Language: Jupyter Notebook - Size: 1.33 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 3 - Forks: 3

hiyamgh/Forecasting-Demand-Primary-Health-Care
Predicting Demand in Primary Health Care Centers in Lebanon: Insight from Syrian Refugees Crisis
Language: Jupyter Notebook - Size: 60.1 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 2

uyanik/ShapKa
An open source library for key drivers analysis based on Shapley values and Kano Theory
Language: Jupyter Notebook - Size: 169 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 1

redichh/ShapleyR
Package for a nice and smoothe usage of the shapley value for mlr
Language: R - Size: 85.9 KB - Last synced at: about 1 year ago - Pushed at: about 6 years ago - Stars: 25 - Forks: 8

iancovert/removal-explanations
A lightweight implementation of removal-based explanations for ML models.
Language: Python - Size: 485 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 53 - Forks: 10

FernandoLpz/SHAP-Classification-example
This repository contains an example of how to implement the shap library to interpret a machine learning model.
Language: Jupyter Notebook - Size: 171 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 8 - Forks: 2

shubh1608/Jupyter-Notebook-Template
Jupyter Notebook Templates for quick prototyping of machine learning solutions
Language: Jupyter Notebook - Size: 53.6 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 5

jpmorganchase/cf-shap
Counterfactual SHAP: a framework for counterfactual feature importance
Language: HTML - Size: 713 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 2

vla6/Stereotyping_ROCDS
Examines fairness metrics for models including gender stereotyping versus group differences due to appropriate predictors. Also explores feature bias mitigation
Language: R - Size: 2.05 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

SeanPLeary/shapley-values-h2o-example
Shapley Values with H2O AutoML Example (ML Interpretability)
Language: HTML - Size: 5.23 MB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 16 - Forks: 4

mesquita97/Predicting-Funds
A project for Intelligent Systems course done in 2019.3, it's a regression model using the XGBoost algorithm to predict future values of investment fund shares.
Language: Jupyter Notebook - Size: 28.7 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0
