Which Deep Learning Package is Best for Computational Physics?

Photonico · Mar 23, 2023

Hi mates,

I am working in computational physics for condensed matter. I have noticed that there are already some articles using deep learning for computational physics. I want to try this method but I do not have any experience with deep learning or machine learning. The first question is that there are many packages for deep learning, such as PyTorch, TensorFlow, and MxNet. Could I get some recommendations about the choice of deep learning packages?Lu

jedishrfu · Mar 23, 2023

It would seem you really need to step back a bit and read a couple of books on ML and DL.

The 100 page Book on ML by Burkiv is a good start as is the Hands-on book by Geron

http://themlbook.com/

https://www.amazon.com/dp/1098125975/?tag=pfamazon01-20

The hands-on book has a project template at the end and talks about cleaning your data which is an important aspect of ML and DL.

Both books cover the various strategies and the core packages in Python and Tensorflow.

Which Deep Learning Package is Best for Computational Physics?

Related to Which Deep Learning Package is Best for Computational Physics?

1. What deep learning packages are commonly used in computational physics?

2. Which deep learning package is best for beginners in computational physics?

3. What factors should be considered when choosing a deep learning package for computational physics?

4. Are there any performance differences between deep learning packages in computational physics?

5. Can multiple deep learning packages be used in combination for computational physics tasks?

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