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maml

maml (MAterials Machine Learning) is a Python for Materials Machine Learning.

Features

  1. Convert materials (crystals/molecules) into features.
  2. Use ML to learn relationship between features and targets.
  3. Applications: modelling the potential energy surface, constructing surrogate models for property prediction.

Installation

Pip install via PyPI:

pip install maml

Usage

Many Jupyter notebooks are available on usage. See notebooks.

API documentation

See API docs.

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Python for Materials Machine Learning

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  • Python 64.6%
  • Jupyter Notebook 34.8%
  • Other 0.6%