Code and presentations for the winning MLGIG team entry for the data challenge at the International Workshop on Spectroscopy and Chemometrics 2022, organised by the Vistamilk SFI Research Centre, Ireland.
This work has also been published in a peer reviewed journal and you can read more details about our team submission and the other teams submissions here: Chemometrics journal paper. This paper is also available on arxiv.
For each group of approaches investigated, there is an associated notebook in folder notebooks or in folder deep_models.
Have a quick look at the slides before divign through the code.
If you use this work, please cite as:
@incollection{mlgigvm2022,
title={MLGIG Team Submission to the International Data Challenge on Spectroscopy and Chemometrics 2022},
author={Ifrim, Georgiana and Le Nguyen, Thach and Bevilaqua, Antonio and Dhariyal, Bhaskar and Singh, Ashish},
year={2022},
booktitle = {International Workshop on Spectroscopy and Chemometrics 2022},
publisher={}
}
@incollection{dcvm2023,
title={Classification of cow diet based on milk mid infrared spectra: a data analysis competition at the "International workshop of spectroscopy and chemometrics 2022"},
author={Maria Frizzarin, Giulio Visentin, Alessandro Ferragina, Elena Hayes, Antonio Bevilacqua, Bhaskar Dhariyal, Katarina Domijan, Hussain Khan, Georgiana Ifrim, Thach Le Nguyen, Joe Meagher, Laura Menchetti, Ashish Singh, Suzy Whoriskey, Robert Williamson, Martina Zappaterra, Alessandro Casa},
year={2023},
booktitle = {Chemometrics and Intelligent Laboratory Systems},
publisher={Elsevier}
}