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DALEX
moDel Agnostic Language for Exploration and eXplanationDrWhy
DrWhy is the collection of tools for eXplainable AI (XAI). It's based on shared principles and simple grammar for exploration, explanation and visualisation of predictive models.modelStudio
π Interactive Studio for Explanatory Model AnalysisrandomForestExplainer
A set of tools to understand what is happening inside a Random ForestmodelDown
modelDown generates a website with HTML summaries for predictive modelsforester
Trees are all you needsurvex
Explainable Machine Learning in Survival Analysisfairmodels
Flexible tool for bias detection, visualization, and mitigationiBreakDown
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)shapviz
SHAP Plots in RDALEXtra
Extensions for the DALEX packageauditor
Model verification, validation, and error analysisshapper
An R wrapper of SHAP python libraryingredients
Effects and Importances of Model IngredientsSAFE
Surrogate Assisted Feature Extractionkernelshap
Different SHAP algorithmsDALEX-docs
Documentation for the DALEX projectlive
Local Interpretable (Model-agnostic) Visual Explanations - model visualization for regression problems and tabular data based on LIME method. Available on CRANArenaR
Data generator for Arena - interactive XAI dashboardrSAFE
Surrogate Assisted Feature Extraction in REIX
Structure mining for xgboost modelfactorMerger
Set of tools to support results from post hoc testingEloML
R package EloML: Elo rating system for machine learning modelsEMMA
Evaluation of Methods for dealing with Missing data in Machine Learning algorithmsxspliner
Explain black box with GLMhstats
Friedman's H-statisticsArena
Interactive XAI dashboardMAIR
Monitoring of AI RegulationspyCeterisParibus
Python library for Ceteris Paribus Plots (What-if plots)drifter
Concept Drift and Concept Shift Detection for Predictive Modelsxai2shiny
Create Shiny application with model exploration from explainerslocalModel
LIME-like explanations with interpretable features based on Ceteris Paribus curves. Now on CRAN.vivo
Variable importance via oscillationscorrgrapher
Visualize correlations between variablesmetaMIMIC
EvidenceBasedML
Evidence-Based Machine Learningweles
triplot
Triplot: Instance- and data-level explanations for the groups of correlated features.xai2cloud
Create web API from model explainersxaibot
XAI chat bot for Titanic model - created with plumberFairPAN
AI-strategies-papers-regulations-monitoring
Monitoring of AI strategies, papers, and regulationspiBreakDown
python version of iBreakDownRME
Recurrent Memory Explainermogger
Logger for Predictive ModelsceterisParibus2
Very experimental version of the ceterisParibus package.DrWhyTemplate
shimex
R Package for Exploring Models with Shiny AppDALEX2
Explain! Package with core wrappers for DrWhy universe.ModelDevelopmentProcess
Source codes for Model Development Process plotsHex4DrWhy
Shiny app for logo prototypingLove Open Source and this site? Check out how you can help us