@inproceedings{53ec440ce32549ce9240078c0f183aec,
title = "Valohai-CSC Integration: A Machine Learning Management Platform for Finnish Academic Institutions",
abstract = "We present and review the results of the integration of Valohai, a machine learning management platform that supports training, pipeline and version control machine learning, and deep learning network capabilities in combination with the computational resources from the CSC-IT Center for Science, a Finnish center of expertise in information technology provider of supercomputer capabilities owned by the Finnish state and higher education institutions. We tested this integration against different commercial cloud services by training a YOLOv3 model with the COCO2014 dataset as benchmarking. Our findings reflect the technical advantages of using this infrastructure for research and teaching in higher education institutions in Finland.",
keywords = "CSC, MLOps, Machine Learning, Valohai",
author = "Leonardo Espinosa-Leal and Andrey Shcherbakov and Magnus Westerlund",
year = "2024",
doi = "10.1007/978-3-031-61905-2\_33",
language = "English",
isbn = "978-3-031-61904-5",
volume = "2",
series = "Lecture Notes in Networks and Systems",
publisher = "Springer",
pages = "339--351",
editor = "Auer, \{Michael E.\} and Reinhard Langmann and Dominik May and Kim Roos",
booktitle = "Smart Technologies for a Sustainable Future",
address = "Germany",
note = "21st International Conference on Smart Technologies \& Education (STE-2024) ; Conference date: 06-03-2024 Through 08-03-2024",
}