Model Oriented

Repositories

• EloML

  R package EloML: Elo rating system for machine learning models
  R 2 17 3 0 Updated Aug 2, 2021

• forester
  0 2 0 1 Updated Jul 28, 2021

• metaMIMIC
  Jupyter Notebook 0 0 0 0 Updated Jul 27, 2021

• DALEX

  moDel Agnostic Language for Exploration and eXplanation

  black-box data-science machine-learning predictive-modeling fairness interpretability explainable-artificial-intelligence
  Python GPL-3.0 118 866 14 0 Updated Jul 26, 2021

• auditor

  Model verification, validation, and error analysis

  machine-learning classification regression-models model-validation error-analysis residuals explainable-artificial-intelligence
  R 12 55 4 0 Updated Jul 26, 2021

• DALEX-docs

  Documentation for the DALEX project

  python documentation r jupyter-notebook vignette dalex
  Jupyter Notebook CC-BY-SA-4.0 36 26 1 1 Updated Jul 25, 2021

• Arena

  Interactive XAI dashboard

  explainable-artificial-intelligence xai iml explanatory-model-analysis model-arena
  Vue GPL-3.0 0 16 0 0 Updated Jul 21, 2021

• 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 20 199 2 0 Updated Jul 13, 2021

• fairmodels

  Flexible tool for bias detection, visualization, and mitigation

  fairness model-evaluation explainable-ml fairness-ml explain-classifiers fairness-comparison
  R GPL-3.0 9 53 2 1 Updated Jul 2, 2021

• rSAFE

  Surrogate Assisted Feature Extraction in R

  machine-learning feature-extraction feature-engineering interpretability xai iml
  R GPL-3.0 5 20 1 (1 issue needs help) 0 Updated Jun 30, 2021

• 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 64 480 1 0 Updated Jun 30, 2021

• shapper

  An R wrapper of SHAP python library
  R 16 50 10 1 Updated Jun 30, 2021

• randomForestExplainer

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

  cran random-forest
  R 31 186 1 0 Updated Jun 30, 2021

• iBreakDown

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

  breakdown interpretability xai shapley iml
  R GPL-3.0 9 62 2 0 Updated Jun 30, 2021

• MAIR

  Monitoring of AI Regulations
  HTML 1 11 5 0 Updated May 30, 2021

• DALEXtra

  Extensions for the DALEX package

  extension-for-dalex-package
  HTML 8 45 4 0 Updated May 13, 2021

• pyCeterisParibus

  Python library for Ceteris Paribus Plots (What-if plots)

  python-library explainable-ai ceteris-paribus-plots
  Python Apache-2.0 3 17 1 0 Updated Apr 23, 2021

• ingredients

  Effects and Importances of Model Ingredients
  R GPL-3.0 15 32 2 0 Updated Apr 7, 2021

• EIX

  Structure mining for xgboost model
  R 5 15 2 0 Updated Mar 24, 2021

• 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 6 4 0 Updated Mar 10, 2021

• localModel

  LIME-like explanations with interpretable features based on Ceteris Paribus curves. Now on CRAN.
  R 2 13 11 (1 issue needs help) 0 Updated Mar 7, 2021

• xai2shiny

  Create Shiny application with model exploration from explainers
  R 3 18 0 0 Updated Jan 27, 2021

• python

  redirects to python.drwhy.ai
  HTML 0 0 0 0 Updated Dec 28, 2020

• EMMA

  Evaluation of Methods for dealing with Missing data in Machine Learning algorithms
  HTML 5 17 10 0 Updated Dec 22, 2020

• treeshap

  Explain your tree model with shap values efficiently
  R 7 31 6 0 Updated Nov 25, 2020

• modelDown

  modelDown generates a website with HTML summaries for predictive models
  R 12 105 4 0 Updated Oct 23, 2020

• corrgrapher

  Visualize correlations between variables

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

• ArenaR

  Data generator for Arena - interactive XAI dashboard

  ema interpretability xai iml explainability explanatory-model-analysis axplainable-artificial-intelligence
  R GPL-3.0 4 24 0 0 Updated Sep 30, 2020

• vivo

  Variable importance via oscillations

  variable-importance explainable-artificial-intelligence explainable-ai explainable-ml xai interpretable-machine-learning iml
  R 3 14 1 0 Updated Sep 26, 2020

• xai2cloud

  Create web API from model explainers
  R GPL-3.0 1 8 0 0 Updated Jun 17, 2020