moDel Agnostic Language for Exploration and eXplanation
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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.
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📍 Interactive Studio for Explanatory Model Analysis
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A set of tools to understand what is happening inside a Random Forest
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modelDown generates a website with HTML summaries for predictive models
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Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
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Monitoring of AI strategies, papers, and regulations
Documentation for the DALEX project
Model verification, validation, and error analysis
Extensions for the DALEX package
Effects and Importances of Model Ingredients
Trees are all you need
Surrogate Assisted Feature Extraction in R
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