This project develops a Jupyter/Dashboard-based user interface to control machine learning workflows "from a browser". It encapsulates triggering and monitoring of data preparation, training, and evaluation workflows, which can be launched by the user via a graphical user interface.
This project develops a Jupyter/Dashboard-based user interface for the DE_370C_FZJ - Destination Earth Use Case – Air Quality.
## Authors and acknowledgment
The air quality use case of DestinE DE_370C comprises three model strategies, namely field forecasts with EURAD-IM, point forecasts with MLAir, and emission scenario calculations with EURAD-IM as well as the generation of evaluation plots. The user interface runs on a virtual machine in the cloud and triggers the execution of jobs on an HPC system. It is based on Python dash and the UNICORE software.
Sabine Schröder (s.schroeder_at_fz-juelich.de), Niklas Selke, Mohammed Elshambakey, Martin Schultz
## Installation instructions
After successful cloning of this repository, install all requirements from `requirements.txt` preferably in a virtual environment. You can use
```
pip install -r requirements.txt
```
to install all requirements at once.
Deploy with your favourite web server (for `nginx` start `app:server` with `gunicorn`-workers).
## Authors
Sabine Schröder (s.schroeder_at_fz-juelich.de), Carl Burkert, Roman Romany, Max Lensing, Niklas Selke, Mohammed Elshambakey, Martin Schultz
Jülich Supercomputing Centre (JSC)
Jülich Supercomputing Centre (JSC)
Forschungszentrum Jülich
Forschungszentrum Jülich
Wilhelm-Johnen-Str
Wilhelm-Johnen-Str
52425 Jülich
52425 Jülich
Germany
Germany
## Acknowledgment
We are pleased to acknowledge the valuable contributions and partnership of the two core user groups who have collaborated in the co-design process of our new Graphical User Interface (GUI):
The North Rhine-Westphalia Office of Nature, Environment and Consumer Protection (LANUV)
The German Environment Agency (UBA)
Their active engagement and insightful feedback have been instrumental in shaping a design solution that addresses their needs.
## License
## License
This project is licensed under the open source MIT license. See LICENSE file.
This project is licensed under the open source MIT license. See LICENSE file.
