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PyEarthTools: Reproducible science pipelines for machine learning

PyEarthTools is a Python framework, containing modules for loading data; pre-processing, normalising and standardising data; defining machine learning (ML) models; training ML models; performing inference with ML models; and evaluating ML models. It contains specialised support for weather and climate data sources and models. It has an emphasis on reproducibility, shareable pipelines, and human-readable low-code pipeline definition.

Note

THIS REPOSITORY IS UNDER CONSTRUCTION

This repository contains code which is under construction, and should not yet be used outside of a research setting. The development team are working busily to bring everything up to spec. As such, things are likely to change pretty often. Please take a look around!

Coverage Status <-- we are working towards 100% test coverage of PyEarthTools code

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  • Jupyter Notebook 95.6%
  • Python 4.4%