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MLHPC 2020 : 6th Workshop on Machine Learning in High Performance Computing Environments
MLHPC 2020 : 6th Workshop on Machine Learning in High Performance Computing Environments

MLHPC 2020 : 6th Workshop on Machine Learning in High Performance Computing Environments

Atlanta, GA
Event Date: November 15, 2020 - November 15, 2020
Submission Deadline: August 24, 2020
Notification of Acceptance: September 21, 2020
Camera Ready Version Due: September 28, 2020




About

The workshop will be held in conjunction with SC20: The International Conference for High Performance Computing, Networking, Storage and Analysis located in Atalanta, GA on November 15 - 20. 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.


Call for Papers

Topics will include but will not be limited to:

  • Machine learning models, including deep learning, for extreme scale systems
  • Enhancing applicability of machine learning in HPC (e.g. feature engineering, usability)
  • Learning large models/optimizing hyper parameters (e.g. deep learning, representation learning)
  • Facilitating very large ensembles in extreme scale systems
  • Training machine learning models on large datasets and scientific data
  • Overcoming the problems inherent to large datasets (e.g. noisy labels, missing data, scalable ingest)
  • Applications of machine learning utilizing HPC
  • Future research challenges for machine learning at large scale.
  • Large scale machine learning applications



Summary

MLHPC 2020 : 6th Workshop on Machine Learning in High Performance Computing Environments will take place in Atlanta, GA. It’s a 1 day event starting on Nov 15, 2020 (Sunday) and will be winded up on Nov 15, 2020 (Sunday).

MLHPC 2020 falls under the following areas: MACHINE LEARNING, HPC, SUPERCOMPUTER, DATA ANALYTICS, etc. Submissions for this Workshop can be made by Aug 24, 2020. Authors can expect the result of submission by Sep 21, 2020. Upon acceptance, authors should submit the final version of the manuscript on or before Sep 28, 2020 to the official website of the Workshop.

Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines.

Other Details of the MLHPC 2020

  • Short Name: MLHPC 2020
  • Full Name: 6th Workshop on Machine Learning in High Performance Computing Environments
  • Timing: 09:00 AM-06:00 PM (expected)
  • Fees: Check the official website of MLHPC 2020
  • Event Type: Workshop
  • Website Link: https://ornlcda.github.io/MLHPC2020/
  • Location/Address: Atlanta, GA


Credits and Sources

[1] MLHPC 2020 : 6th Workshop on Machine Learning in High Performance Computing Environments


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