AI for Computer Architecture

AI for Computer Architecture
Author :
Publisher : Springer Nature
Total Pages : 124
Release :
ISBN-10 : 9783031017704
ISBN-13 : 3031017706
Rating : 4/5 (04 Downloads)

Book Synopsis AI for Computer Architecture by : Lizhong Chen

Download or read book AI for Computer Architecture written by Lizhong Chen and published by Springer Nature. This book was released on 2022-05-31 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 Related Books

AI for Computer Architecture
Language: en
Pages: 124
Authors: Lizhong Chen
Categories: Technology & Engineering
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

DOWNLOAD EBOOK

Artificial intelligence has already enabled pivotal advances in diverse fields, yet its impact on computer architecture has only just begun. In particular, rece
AI for Computer Architecture
Language: en
Pages: 144
Authors: Lizhong Chen
Categories: Computers
Type: BOOK - Published: 2020-11-06 - Publisher: Morgan & Claypool Publishers

DOWNLOAD EBOOK

This book reviews the application of machine learning in system-wide simulation and run-time optimization, and in many individual components such as caches/memo
Computer Architecture for Scientists
Language: en
Pages: 266
Authors: Andrew A. Chien
Categories: Computers
Type: BOOK - Published: 2022-03-10 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

The dramatic increase in computer performance has been extraordinary, but not for all computations: it has key limits and structure. Software architects, develo
Computer Architecture
Language: en
Pages: 858
Authors: John L. Hennessy
Categories: Computers
Type: BOOK - Published: 2012 - Publisher: Elsevier

DOWNLOAD EBOOK

The computing world is in the middle of a revolution: mobile clients and cloud computing have emerged as the dominant paradigms driving programming and hardware
Ascend AI Processor Architecture and Programming
Language: en
Pages: 310
Authors: Xiaoyao Liang
Categories: Computers
Type: BOOK - Published: 2020-07-29 - Publisher: Elsevier

DOWNLOAD EBOOK

Ascend AI Processor Architecture and Programming: Principles and Applications of CANN offers in-depth AI applications using Huawei's Ascend chip, presenting and