Profil Janis Keuper

Schwerpunkte/Kompetenzen

  • Maschinelles Lernen
    • Large Scale Machine Learning
    • Deep Learning
    • Ensemble Methods
  • Mustererkennung
  • Parallelisierung

 

Publikationen

Highlightpublikationen

  • 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.
  • Keuper, J.:
    Balancing the Communication Load of Asynchronously Parallelized Machine Learning Algorithms.
    Journal CoRR, volume abs/1510.01155, (2015).

Fraunhofer-Publica

Sammlung der Publikationen von Janis Keuper in der Fraunhofer-Publica

YearTitle/AuthorDocument Type
2017TensorQuant. A simulation toolbox for deep neural network quantization
Loroch, Dominik; Pfreundt, Franz-Josef; Wehn, Norbert; Keuper, Janis
Conference Paper
2017Using GPI-2 for distributed memory paralleliziation of the caffe toolbox to speed up deep neural network training
Kühn, Martin; Keuper, Janis; Pfreundt, Franz-Josef
Conference Paper
2016Distributed training of deep neural networks: Theoretical and practical limits of parallel scalability
Keuper, J.; Preundt, F.-J.
Conference Paper
2015Asynchronous parallel stochastic gradient descent: A numeric core for scalable distributed machine learning algorithms
Keuper, Janis; Pfreundt, Franz-Josef
Report
2015Asynchronous parallel stochastic gradient descent: A numeric core for scalable distributed machine learning algorithms
Keuper, Janis; Pfreundt, Franz-Josef
Conference Paper
2015Balancing the communication load of asynchronously parallelized machine learning algorithms
Keuper, Janis; Pfreundt, Franz-Josef
Report
This publication list has been generated from the publication database Fraunhofer-Publica.