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ai-strategies-papers-regulations-monitoring

Monitoring of AI strategies, papers, and regulations

arena

Interactive XAI dashboard

arenar

Data generator for Arena - interactive XAI dashboard

auditor

Model verification, validation, and error analysis

ceterisparibus2

Very experimental version of the ceterisParibus package.

ceterisparibusd3

Ceteris Paribus Profiles in D3

corrgrapher

Visualize correlations between variables

dalex

moDel Agnostic Language for Exploration and eXplanation

dalex-docs

Documentation for the DALEX project

dalex2

Explain! Package with core wrappers for DrWhy universe.

dalextra

Extensions for the DALEX package

drifter

Concept Drift and Concept Shift Detection for Predictive Models

drwhy

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.

drwhytemplate

eix

Structure mining for xgboost model

eloml

R package EloML: Elo rating system for machine learning models

emma

Evaluation of Methods for dealing with Missing data in Machine Learning algorithms

evidencebasedml

Evidence-Based Machine Learning

factormerger

Set of tools to support results from post hoc testing

fairmodels

Flexible tool for bias detection, visualization, and mitigation

fairpan

forester

Trees are all you need

hex4drwhy

Shiny app for logo prototyping

ibreakdown

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

ingredients

Effects and Importances of Model Ingredients

kernelshap

Efficient R implementation of SHAP

live

Local Interpretable (Model-agnostic) Visual Explanations - model visualization for regression problems and tabular data based on LIME method. Available on CRAN

localmodel

LIME-like explanations with interpretable features based on Ceteris Paribus curves. Now on CRAN.

mair

Monitoring of AI Regulations

metamimic