Can I read 2020 IEEE/ACM Fourth Workshop on Deep Learning on Supercomputers (DLS) on EtoBox?

2020 IEEE/ACM Fourth Workshop on Deep Learning on Supercomputers (DLS) by Venkataram, Hamsa Shwetha (author);Mattmann, Chris A. (author);Penberthy, Scott (author) is a nonfiction available to read on EtoBox.

What is 2020 IEEE/ACM Fourth Workshop on Deep Learning on Supercomputers (DLS) about?

We all have questions. About today's temperature, scores of our favorite baseball team, the Universe, and about vaccine for COVID-19. Life, physical, and natural scientists have been trying to find answers to various topics using scientific methods and experiments, while computer scientists have built language models as a tiny step towards automatically answering all of these questions across domains given a little bit of context. In this paper, we propose an architecture using stateof-the-art Natural Language Processing language models namely Topic Models and Bidirectional Encoder Representations from Transformers (BERT) that can transparently and automatically retrieve articles of relevance to questions across domains, and fetch answers to topical questions related to COVID-19 current and historical medical research literature. We demonstrate the benefits of using domain-specific supercomputers like Tensor Processing Units (TPUs), residing on cloud-based infrastructure, using which we could achieve significant gains in training and inference times, also with very minimal cost.

Who reads 2020 IEEE/ACM Fourth Workshop on Deep Learning on Supercomputers (DLS)?

Author

Venkataram, Hamsa Shwetha (author);Mattmann, Chris A. (author);Penberthy, Scott (author)

Publisher

IEEE

Published

2020

Language

EN

Category

nonfiction