22 citations · 71 across the 7 of their papers we have counts for
4 papers · 1 filter
Distributing Deep Learning Hyperparameter Tuning for 3D Medical Image Segmentation
Josep Lluis Berral, Oriol Aranda, Juan Luis Dominguez +1
Most research on novel techniques for 3D Medical Image Segmentation (MIS) is currently done using Deep Learning with GPU accelerators. The principal challenge of such technique is…
Sequence-to-sequence models for workload interference
David Buchaca Prats, Joan Marcual, Josep Lluís Berral +1
Co-scheduling of jobs in data-centers is a challenging scenario, where jobs can compete for resources yielding to severe slowdowns or failed executions. Efficient job placement on…
ALOJA: A Framework for Benchmarking and Predictive Analytics in Big Data Deployments
Josep Ll. Berral, Nicolas Poggi, David Carrera +3
This article presents the ALOJA project and its analytics tools, which leverages machine learning to interpret Big Data benchmark performance data and tuning. ALOJA is part of a lo…
ALOJA-ML: A Framework for Automating Characterization and Knowledge Discovery in Hadoop Deployments
Josep Ll. Berral, Nicolas Poggi, David Carrera +3
This article presents ALOJA-Machine Learning (ALOJA-ML) an extension to the ALOJA project that uses machine learning techniques to interpret Hadoop benchmark performance data and p…