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BDL 2020 : Workshop on BIG DATA & DEEP LEARNING in HIGH PERFORMANCE COMPUTING
BDL 2020 : Workshop on BIG DATA & DEEP LEARNING in HIGH PERFORMANCE COMPUTING

BDL 2020 : Workshop on BIG DATA & DEEP LEARNING in HIGH PERFORMANCE COMPUTING

Porto, Portugal
Event Date: September 09, 2020 - September 09, 2020
Submission Deadline: May 25, 2020
Notification of Acceptance: July 01, 2020
Camera Ready Version Due: July 25, 2020




About

The number of very large data repositories (big data) is increasing in a rapid pace. Analysis of such repositories using the "traditional" sequential implementations of ML and emerging techniques, like deep learning, that model high-level abstractions in data by using multiple processing layers, requires expensive computational resources and long running times. Parallel or distributed computing are possible approaches that can make analysis of very large repositories and exploration of high-level representations feasible. Taking advantage of a parallel or a distributed execution of a ML/statistical system may: i) increase its speed; ii) learn hidden representations; iii) search a larger space and reach a better solution or; iv) increase the range of applications where it can be used (because it can process more data, for example).  Parallel and distributed computing is therefore of high importance to extract knowledge from massive amounts of data and learn hidden representations.

The workshop will be concerned with the exchange of experience among academics, researchers and the industry whose work in big data and deep learning require high performance computing to achieve goals. Participants will present recently developed algorithms/systems, on going work and applications taking advantage of such parallel or distributed environments.


Call for Papers

All novel data-intensive computing techniques, data storage and integration schemes, and algorithms for cutting-edge high performance computing architectures which targets Big Data and Deep Learning are of interest to the workshop. Examples of topics include but not limited to:

  • parallel algorithms for data-intensive applications;

  • scalable data and text mining and information retrieval;

  • using Hadoop, MapReduce, Spark, Storm, Streaming to analyze Big Data;

  • energy-efficient data-intensive computing;

  • deep-learning with massive-scale datasets;

  • querying and visualization of large network datasets;

  • processing large-scale datasets on clusters of multicore and manycore processors, and accelerators;

  • heterogeneous computing for Big Data architectures;

  • Big Data in the Cloud;

  • processing and analyzing high-resolution images using high-performance computing;

  • using hybrid infrastructures for Big Data analysis. 

  • New algorithms for parallel/distributed execution of ML systems;

  • applications of big data and deep learning to real-life problems.



Summary

BDL 2020 : Workshop on BIG DATA & DEEP LEARNING in HIGH PERFORMANCE COMPUTING will take place in Porto, Portugal. It’s a 1 day event starting on Sep 09, 2020 (Wednesday) and will be winded up on Sep 09, 2020 (Wednesday).

BDL 2020 falls under the following areas: MACHINE LEARNING, BIG DATA, DEEP LEARNING, HIGH PERFORMANCE COMPUTING, etc. Submissions for this Workshop can be made by May 25, 2020. Authors can expect the result of submission by Jul 01, 2020. Upon acceptance, authors should submit the final version of the manuscript on or before Jul 25, 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 BDL 2020

  • Short Name: BDL 2020
  • Full Name: Workshop on BIG DATA & DEEP LEARNING in HIGH PERFORMANCE COMPUTING
  • Timing: 09:00 AM-06:00 PM (expected)
  • Fees: Check the official website of BDL 2020
  • Event Type: Workshop
  • Website Link: https://sbac2020.dcc.fc.up.pt/bdl2020/
  • Location/Address: Porto, Portugal


Credits and Sources

[1] BDL 2020 : Workshop on BIG DATA & DEEP LEARNING in HIGH PERFORMANCE COMPUTING


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