A container-based workflow for distributed training of deep learning algorithms in HPC clusters

Highly accurate protein structure prediction with AlphaFold

(2021) John Jumper et al.   NATURE

Software Quality Assurance in INDIGO-DataCloud Project: a Converging Evolution of Software Engineering Practices to Support European Research e-Infrastructures

(2020) Pablo Orviz Fernández et al.   Journal of Grid Computing

Statistical downscaling of daily temperature and precipitation over China using Deep Learning Neural Models: Localization and Comparison with other methods

(2020) Lei Sun et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Machine Learning and Deep Learning frameworks and libraries for large-scale data mining: a survey

(2019) Giang Nguyen et al.   ARTIFICIAL INTELLIGENCE REVIEW

Enabling rootless Linux Containers in multi-user environments: The udocker tool

(2018) Jorge Gomes et al.   COMPUTER PHYSICS COMMUNICATIONS

An R-based open framework for reproducible climate data access and post-processing

(2018) M. Iturbide et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Deep learning to represent subgrid processes in climate models

(2018) Stephan Rasp et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Enabling Docker for HPC

(2018) Jonathan Sparks   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Toward Data‐Driven Weather and Climate Forecasting: Approximating a Simple General Circulation Model With Deep Learning

(2018) S. Scher   GEOPHYSICAL RESEARCH LETTERS

Deep learning for galaxy surface brightness profile fitting

(2017) D Tuccillo et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Singularity: Scientific containers for mobility of compute

(2017) Gregory M. Kurtzer et al.   PLoS One

Jet-images — deep learning edition

(2016) Luke de Oliveira et al.   JOURNAL OF HIGH ENERGY PHYSICS

Searching for exotic particles in high-energy physics with deep learning

(2014) P. Baldi et al.   Nature Communications

The ERA-Interim reanalysis: configuration and performance of the data assimilation system

(2011) D. P. Dee et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Bandwidth optimal all-reduce algorithms for clusters of workstations

(2008) Pitch Patarasuk et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING