Handbook of Research on Integrating Machine Learning Into HPC-Based Simulations and Analytics

Belgacem Ben Youssef

ISBN 10: 1668437953 / ISBN 13: 9781668437957

Published by IGI Global, US, 2024

About this Item

Seller Inventory # LU-9781668437957

Bibliographic Details

• Title: Handbook of Research on Integrating Machine Learning Into HPC-Based Simulations and Analytics
• Publisher: IGI Global, US
• Publication Date: 2024
• Language: English
• ISBN 10: 1668437953
• ISBN 13: 9781668437957
• Binding: Hardback
• Condition: New
• Dimensions: 8.5W x 1.19H x 11D inches 8.5 inches width by 1.19 inches height by 11 inches depth

About this title

Synopsis

"This edited book aims to present to the reader recent research efforts in designing and using ML techniques on HPC systems, discuss some of the results achieved thus far by cutting-edge relevant contributions. Another objective is to identify research challenges and opportunities in the area spanning the intersection of HPC and ML. In fact, further collaboration between the HPC and ML communities is encouraged for rapid and seamless progress toward an ecosystem that effectively serves both of these communities. Furthermore, new tools and benchmarks are required to overcome the common challenges across HPC and ML applications. The goals of this form of convergence are fourfold: 1. Obtain optimized solutions that show discernible reduction in compute requirements. 2. Facilitate having a more dynamic view of domain sciences. 3. Develop integrated knowledge through interdisciplinary collaboration. 4. Stimulate innovations with deep societal impact through the provisioning of new advances in scientific research spanning many application areas"--