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AI for Computer Architecture

AI for Computer Architecture

Autorzy
Wydawnictwo Springer Nature
Data wydania 31/05/2022
Forma publikacji eBook: Fixed Page eTextbook (PDF)
Język angielski
ISBN 9783031017704
Kategorie Obwody i komponenty, Computer architecture & logic design
Produkt dostępny on-line
Typ przesyłki: wysyłka kodu na adres e-mail
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Opis książki

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.

AI for Computer Architecture

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