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How to go from zero to hero in Machine Learning for materials modelling

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I am interested in exploring the use of machine learning tools to accelerate molecular dynamics simulation probably by training machine learning potentials. While I have found some papers that apply these concepts, I am having trouble finding good resources that can guide me in a clear and easy-to-understand way on how to proceed with developing:

  1. representations of chemical configurations,
  2. subsampling of databases,
  3. training a machine learning potential,
  4. use model to predict properties of materials

I am wondering if someone can direct me to some good resources that can help me learn these skills on my own.


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