It should not be treated as a substitution for finite-difference simulations that provide high accuracy but demand massive computational resources. Nevertheless, it's an excellent way for fast approximation with some caveats.
DeepField is licensed under the Apache License 2.0
Link for the paper
Link for the GitHub repo
Link for the LinkedIn post