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ModelOriented avatar

ModelOriented/DALEX

0
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dalex.drwhy.ai↗

DALEX

moDel Agnostic Language for Exploration and eXplanation

Features

  • Explainable AI Libraries - Exploratory model analysis for understanding complex predictive models.

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  • Model Interpretation - Model-agnostic framework for exploring and explaining model behavior.
  • 1,473 stars·169 forks·Python·GPL-3.0·16 views

    Star history

    Star history chart for modeloriented/dalexStar history chart for modeloriented/dalex

    How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.

    Frequently asked questions

    What does modeloriented/dalex do?

    moDel Agnostic Language for Exploration and eXplanation

    What are the main features of modeloriented/dalex?

    The main features of modeloriented/dalex are: Explainable AI Libraries, Model Interpretation.

    Which projects share features with modeloriented/dalex?

    Projects with overlapping indexed features include: ibm/aix360 — Interpretability and explainability of data and machine learning models. interpretml/interpret — Interpret is an interpretable machine learning library and glassbox model framework. It provides toolkits for training… austinrochford/pycebox — ⬛ Python Individual Conditional Expectation Plot Toolbox. benedekrozemberczki/shapley — The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021). andosa/treeinterpreter — TreeInterpreter. marcotcr/anchor — Code for "High-Precision Model-Agnostic Explanations" paper.

    Projects sharing features with DALEX

    These projects share indexed features with DALEX. Shared tags can include platform or build tooling; verify the primary use case before treating a result as a replacement.
    • austinrochford/pyceboxAustinRochford avatar

      AustinRochford/PyCEbox

      163View on GitHub↗

      ⬛ Python Individual Conditional Expectation Plot Toolbox

      Jupyter Notebook
      View on GitHub↗163
    • benedekrozemberczki/shapleybenedekrozemberczki avatar

      benedekrozemberczki/shapley

      226View on GitHub↗

      The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

      Python
      View on GitHub↗226
    • andosa/treeinterpreterandosa avatar

      andosa/treeinterpreter

      761View on GitHub↗

      TreeInterpreter

      Python
      View on GitHub↗761
    • ibm/aix360IBM avatar

      IBM/AIX360

      1,781View on GitHub↗

      Interpretability and explainability of data and machine learning models

      Python
      View on GitHub↗1,781
    Compare all 30 related projects→