Model Oriented

Repositories

• fairmodels

  Flexible tool for bias detection, visualization, and mitigation

  fairness model-evaluation explainable-ml fairness-ml explain-classifiers fairness-comparison
  R GPL-3.0 2 15 0 0 Updated Aug 20, 2020

• DALEX

  moDel Agnostic Language for Exploration and eXplanation

  black-box data-science machine-learning predictive-modeling interpretability explainable-artificial-intelligence explanations
  Python GPL-3.0 89 624 10 2 Updated Aug 20, 2020

• auditor

  Model verification, validation, and error analysis

  machine-learning classification regression-models model-validation error-analysis residuals explainable-artificial-intelligence
  R 10 48 2 0 Updated Aug 20, 2020

• EMMA

  Evaluation of Methods for dealing with Missing data in Machine Learning algorithms
  HTML 3 3 1 1 Updated Aug 20, 2020

• ingredients

  Model ingredients - model level feature effects and feature importance
  R GPL-3.0 13 26 2 0 Updated Aug 19, 2020

• Arena

  Interactive XAI dashboard

  explainable-artificial-intelligence xai iml explanatory-model-analysis model-arena
  Vue GPL-3.0 0 3 0 0 Updated Aug 18, 2020

• 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.
  R 50 369 2 0 Updated Aug 17, 2020

• DALEXtra

  Extensions for the DALEX package

  extension-for-dalex-package
  R 5 29 3 0 Updated Aug 17, 2020

• modelStudio

  📍 Interactive Studio for Explanatory Model Analysis

  machine-learning predictive-modeling interactive-visualizations interpretability explainable-artificial-intelligence explainable-ai explainable-ml
  R GPL-3.0 16 127 4 0 Updated Aug 17, 2020

• ArenaR

  Data generator for Arena - interactive XAI dashboard

  ema interpretability xai iml explainability explanatory-model-analysis axplainable-artificial-intelligence
  R GPL-3.0 2 13 1 0 Updated Aug 17, 2020

• triplot

  Triplot: Instance- and data-level explanations for the groups of correlated features.

  machine-learning explanations xai model-visualization explanatory-model-analysis
  R GPL-3.0 0 4 2 0 Updated Aug 11, 2020

• iBreakDown

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

  breakdown interpretability xai shapley iml
  R GPL-3.0 8 50 0 0 Updated Aug 4, 2020

• treeshap

  Explain your tree model with shap values efficiently
  R 0 9 1 0 Updated Jul 30, 2020

• vivo

  Variable importance via oscillations

  variable-importance explainable-artificial-intelligence explainable-ai explainable-ml xai interpretable-machine-learning iml
  R 3 11 0 0 Updated Jul 27, 2020

• localModel

  LIME-like explanations with interpretable features based on Ceteris Paribus curves. Now on CRAN.
  R 1 10 9 (1 issue needs help) 0 Updated Jul 22, 2020

• shapper

  An R wrapper of SHAP python library
  R 10 38 4 1 Updated Jul 21, 2020

• randomForestExplainer

  A set of tools to understand what is happening inside a Random Forest

  cran random-forest
  R 25 160 0 0 Updated Jul 12, 2020

• rSAFE

  Surrogate Assisted Feature Extraction in R

  machine-learning feature-extraction feature-engineering interpretability xai iml
  R GPL-3.0 3 15 1 (1 issue needs help) 0 Updated Jul 1, 2020

• xai2cloud

  Create web API from model explainers
  R GPL-3.0 1 7 0 0 Updated Jun 17, 2020

• EvidenceBasedML

  Evidence-Based Machine Learning
  0 6 0 0 Updated May 9, 2020

• corrgrapher

  Visualize correlations between variables

  xai model-visualization explanatory-model-analysis
  R GPL-3.0 0 10 0 0 Updated May 5, 2020

• DrWhyTemplate
  CSS 0 0 0 0 Updated Apr 15, 2020

• modelDown

  modelDown generates a website with HTML summaries for predictive models
  R 11 99 3 0 Updated Apr 11, 2020

• EloML

  R package EloML: Elo rating system for machine learning models
  R 2 9 0 0 Updated Mar 19, 2020

• xaibot

  XAI chat bot for Titanic model - created with plumber
  JavaScript 4 6 0 0 Updated Mar 12, 2020

• EIX

  Structure mining for xgboost model
  R 2 9 1 0 Updated Feb 18, 2020

• mogger

  Logger for Predictive Models
  Java 0 4 1 0 Updated Jan 28, 2020

• Hex4DrWhy

  Shiny app for logo prototyping
  R 0 1 0 0 Updated Jan 22, 2020

• weles
  Python 0 9 3 0 Updated Nov 30, 2019

• factorMerger

  Set of tools to support results from post hoc testing

  r modeloriented
  R 6 22 16 0 Updated Nov 18, 2019