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SCHEDULE: NOV 15-20, 2015
When viewing the Technical Program schedule, on the far righthand side is a column labeled "PLANNER." Use this planner to build your own schedule. Once you select an event and want to add it to your personal schedule, just click on the calendar icon of your choice (outlook calendar, ical calendar or google calendar) and that event will be stored there. As you select events in this manner, you will have your own schedule to guide you through the week.
MLHPC2015: Machine Learning in HPC Environments
SESSION: MLHPC2015: Machine Learning in HPC Environments
EVENT TYPE: Workshops
EVENT TAG(S): Programming Systems, SIGHPC Workshop
TIME: 2:00PM - 5:30PM
Organizer(s):Robert M. Patton, Thomas E. Potok, Barry Y. Chen, Lawrence Carin
ROOM:Hilton Salon D
ABSTRACT:
The intent of this workshop is to bring together researchers, practitioners, and scientific communities to discuss methods that utilize extreme scale systems for machine learning. This workshop will focus on the greatest challenges in utilizing HPC for machine learning and methods for exploiting data parallelism, model parallelism, ensembles, and parameter search. We invite researchers and practitioners to participate in this workshop to discuss the challenges in using HPC for machine learning and to share the wide range of applications that would benefit from HPC powered machine learning. Topics will include but are not limited to: machine learning models, including deep learning, for extreme scale systems; feature engineering; learning large models/optimizing hyper parameters (e.g. deep learning, representation learning); facilitating very large ensembles; applications of machine learning utilizing HPC; and future research challenges for machine learning at large scale.
This workshop will produce a refereed proceedings that will be available through the ACM Digital Library and IEEE Xplore (free of charge during and immediately after SC, and free after that to SIGHPC members).
More at: http://ornlcda.github.io/MLHPC2015/
Chair/Organizer Details:
Robert M. Patton - Oak Ridge National Laboratory
Thomas E. Potok - Oak Ridge National Laboratory
Barry Y. Chen - Lawrence Livermore National Laboratory
Lawrence Carin - Duke University
Click here to download .ics calendar file
