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AI for Computer Architecture
- Principles, Practice, and Prospects
Engelsk
Bogcover for AI for Computer Architecture af Daniel Jimenez, Drew Penney, Lizhong Chen, 9783031006425
Specifikationer
Sprog:
Engelsk
Sider:
124
ISBN-13:
9783031006425
Indbinding:
Paperback
ISBN-10:
3031006429
Udg. Dato:
6 nov 2020
Størrelse i cm:
23,5 x 19,1
Oplagsdato:
6 nov 2020

AI for Computer Architecture

- Principles, Practice, and Prospects
Engelsk
Paperback 2020
Format:

Bog beskrivelse
Artificial intelligence has already enabled pivotal advances in diverse fields, yet its impact on computer architecture has only just begun. In particular, recent work has explored broader application to the design, optimization, and simulation of computer architecture. Notably, machine-learning-based strategies often surpass prior state-of-the-art analytical, heuristic, and human-expert approaches. This book reviews the application of machine learning in system-wide simulation and run-time optimization, and in many individual components such as caches/memories, branch predictors, networks-on-chip, and GPUs. The book further analyzes current practice to highlight useful design strategies and identify areas for future work, based on optimized implementation strategies, opportune extensions to existing work, and ambitious long term possibilities. Taken together, these strategies and techniques present a promising future for increasingly automated computer architecture designs.
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Specifikationer
Sprog:
Engelsk
Sider:
124
ISBN-13:
9783031006425
Indbinding:
Paperback
ISBN-10:
3031006429
Udg. Dato:
6 nov 2020
Størrelse i cm:
23,5 x 19,1
Oplagsdato:
6 nov 2020
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