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model-diagnostics

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Tools for diagnostics and assessment of (machine learning) models

Highlights:

🚀 To our knowledge, this is the first python package to offer reliability diagrams for quantiles and expectiles and a score decomposition, both made available by an internal implementation of isotonic quantile/expectile regression. 🚀

Read more in the documentation.

This package relies on the giant shoulders of, among others, polars, matplotlib, scipy and scikit-learn.

Installation

pip install model-diagnostics

Contributions

Contributions are warmly welcome! When contributing, you agree that your contributions will be subject to the MIT License.