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AutoML

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Summary: Documentation and files about the AutoML component, as part of the GUT-AI Initiative <https://github.com/GUT-AI/gut-ai>_.

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About

The purpose of this component is to perform Automated Machine Learning (AutoML).

Main papers

Selected publications
^^^^^^^^^^^^^^^^^^^^^

Kourouklides, I. (2022). Bayesian Deep Multi-Agent Multimodal Reinforcement Learning for Embedded Systems in Games, Natural Language Processing and Robotics. OSF Preprints. https://doi.org/10.31219/osf.io/sjrkh

References
^^^^^^^^^^

See References <references/README.rst>_.

Component files

Component page
^^^^^^^^^^^^^^

Thanks to OSF (by the Center for Open Science <https://www.cos.io/>_), the project is temporarily hosted at:

https://osf.io/fvndu/

Component DOI
^^^^^^^^^^^^^

Project identifier: https://doi.org/10.17605/OSF.IO/FVNDU

Component dependencies
^^^^^^^^^^^^^^^^^^^^^^

This component depends on the following components of GUT-AI:

Automated Data Preprocessing <https://github.com/GUT-AI/gut-ai/blob/master/components/README.rst#component-c3-3-automated-data-preprocessing>_
NAS <https://github.com/GUT-AI/gut-ai/blob/master/components/README.rst#component-c3-4-nas>_

Environment simulators
^^^^^^^^^^^^^^^^^^^^^^

See Simulators <https://github.com/GUT-AI/gut-ai/blob/master/simulators/README.rst>_.

Datasets
^^^^^^^^

See Datasets <https://github.com/GUT-AI/gut-ai/blob/master/README.rst>_.

Model Zoo
^^^^^^^^^^

See Model Zoo <https://github.com/GUT-AI/gut-ai/blob/master/model_zoo/README.rst>_.

Software tools
^^^^^^^^^^^^^^

See Software tools <https://github.com/GUT-AI/gut-ai/blob/master/software_tools/README.rst>_.

Getting involved

Community Discord <https://github.com/GUT-AI/gut-ai/>_ for collaboration and discussion.

How to cite this

If you want to do so, feel free to cite <CITATION.cff>_ this component in your publications:

@article{kourouklides2022auto_ml,
  author = {Ioannis Kourouklides},
  journal = {OSF Preprints},
  title = {AutoML},
  year = {2022},
  doi = {10.17605/osf.io/fvndu},
  license = {Creative Commons Zero CC0 1.0}
}

License

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:alt: License

Creative Commons Zero CC0 1.0 (Public Domain) <LICENSE>_

GUT-AI/auto-ml