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38 changes: 26 additions & 12 deletions README.md
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# neural-fortran

[![GitHub issues](https://img.shields.io/github/issues/modern-fortran/neural-fortran.svg)](https://github.com/modern-fortran/neural-fortran/issues)

A parallel framework for deep learning.
Read the paper [here](https://arxiv.org/abs/1902.06714).

Expand Down Expand Up @@ -244,20 +242,27 @@ It may be useful to read if you want to contribute a new feature to neural-fortr
## Acknowledgement

Thanks to all open-source contributors to neural-fortran:
[@awvwgk](https://github.com/awvwgk),
[@ivan-pi](https://github.com/ivan-pi),
[@jacobwilliams](https://github.com/jacobwilliams),
[@jvdp1](https://github.com/jvdp1),
[@jvo203](https://github.com/jvo203),
[@milancurcic](https://github.com/milancurcic),
[@pirpyn](https://github.com/pirpyn),
[@rouson](https://github.com/rouson),
[@rweed](https://github.com/rweed),
and [@scivision](https://github.com/scivision).
[awvwgk](https://github.com/awvwgk),
[ggoyman](https://github.com/ggoyman),
[ivan-pi](https://github.com/ivan-pi),
[jacobwilliams](https://github.com/jacobwilliams),
[jvdp1](https://github.com/jvdp1),
[jvo203](https://github.com/jvo203),
[milancurcic](https://github.com/milancurcic),
[pirpyn](https://github.com/pirpyn),
[rouson](https://github.com/rouson),
[rweed](https://github.com/rweed),
[Spnetic-5](https://github.com/Spnetic-5),
and [scivision](https://github.com/scivision).

Development of convolutional networks and Keras HDF5 adapters in
neural-fortran was funded by a contract from NASA Goddard Space Flight Center
to the University of Miami.
Development of optimizers is supported by the Google Summer of Code 2023 project
awarded to [Fortran-lang](https://github.com/fortran-lang).

<img src="assets/nasa.png" alt="NASA logo">
<img src="assets/gsoc.png" alt="GSoC logo">

## Related projects

Expand All @@ -270,3 +275,12 @@ supports training and inference of convolutional networks.
is an implementation based on old (v0.1.0) neural-fortran which optimizes for
speed and running on GPUs the memory layout and forward and backward passes of
dense layers.
* [Inference Engine](https://github.com/BerkeleyLab/inference-engine) developed
at the Berkeley Lab by the Computer Languages and Systems Software (CLaSS)
group.

## Impact

Neural-fortran has been used successfully in over a dozen published studies.
See all papers that cite it
[here](https://scholar.google.com/scholar?cites=7315840714744905948).
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