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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.
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You might want to check out DrWhy. It’s a collection of R packages that help you explain ML models, but one of the real benefits if you are a Python user is that one of the packages, specifically DALEXtra, allows you to interface with Scikit-Learn models. You can build your tree-based model in Python, and then use the wide variety of tools available in the DrWhy family of packages to explain how your model is working in R.
Alibi explain might be an option depending on what you are looking for https://github.com/SeldonIO/alibi