Query On Deep Learning Based Potential File for using in MD simulations

I want to develop a deep leaning based potential file. But I am not sure from where I should start. Please suggest me some related resources from where I can start learning the Deep leaning modelling approach for developing potential particularly.

Please note that DeepMD is a project developed and maintained separately from LAMMPS. So you are asking in the wrong place for assistance.

You should study their publications, read their documentation,follow their tutorials and if you still have questions, contact them or post in their forum.

The same applies for any other machine learning potential. Some of them have their pair styles integrated into LAMMPS, but the tools to generate the potentials and the corresponding documentation and tutorials are separate (with one exception).

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Thank you for your time and guidance, Sir.