Fields of Activity / Competences
- Director Competence Center High Performance Computing and Visualization
Publications
Major Publications
- Keuper, J.; Pfreundt, F.-J.:
Distributed training of deep neural networks: theoretical and practical limits of parallel scalability.
Proceedings of the Workshop on Machine Learning in High Performance Computing Environments (MLHPC '16), IEEE Press, Piscataway, NJ, USA, 19-26. DOI: https://doi.org/10.1109/MLHPC.2016.6, (2016). - Keuper, J.; Pfreundt, F.-J.:
Asynchronous Parallel Stochastic Gradient Descent: A Numeric Core for calable Distributed Machine Learning Algorithms.
Proceedings of the Workshop on Machine Learning in High-Performance Computing Environments; doi.acm.org/10.1145/2834892.2834893, isbn 978-1-4503-4006-9, publisher ACM. - Dalheimer, M.; Pfreundt, F.-J.; Merz, P.:
Agent-based Grid Scheduling with Calana.
Proc. Second Grid Resource Management Workshop 2005, Poznan, Poland, Springer LNCS 3911, (2005).