Dear Abdeldjalil Abid

I recommend the following links, have a look:

1. https://web-app.usc.edu/soc/syllabus/20201/28743.pdf

2. https://www.springer.com/gp/book/9783030765866

3. https://machine-learning-for-physicists.org/

4. https://github.com/loliverhennigh/Computational-Physics-and-Machine-Learning-Reading-List/blob/master/README.md

Kind Regards

Qamar Ul Islam

See this link: https://pad.gwdg.de/s/Machine_Learning_For_Physicists_2021

Please find the links and the file attached. May it help you.

http://www.physics.ntua.gr/~konstant/ComputationalPhysics/Book/ComputationalPhysicsKNA.pdf

https://on-demand.gputechconf.com/gtc/2018/presentation/S8242-Yang-Juntao-paper.pdf

https://www.eidos.ic.i.u-tokyo.ac.jp/~tau/lecture/computational_physics/docs/computational_physics.pdf

https://faculty.sites.iastate.edu/hliu/files/inline-files/PINN_RPK_2019_1.pdf

https://www.pnas.org/content/pnas/118/21/e2101784118.full.pdf

https://arxiv.org/pdf/1903.10563.pdf