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. Architecture of DrWhy: DrWhy works on fully trained predictive models. Models can be created with any tool. DrWhy uses DALEX2 package to wrap model with additional matadata required for explanations, like validation data, predict function etc.. Explainers for predictive models can be created with model agnostic or model specific functions implemented in various packages.
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- Przemysław Biecek, Magda Tatarynowicz, Kamil Romaszko, Mateusz Urbański : modelDown: automated website generator with interpretable documentation for predictive machine learning models (2019) not zbMATH