AI for Computer Architecture
eBook - PDF

AI for Computer Architecture

Principles, Practice, and Prospects

Lizhong Chen,Drew Penney,Daniel Jiménez

  1. English
  2. PDF
  3. Available on iOS & Android
eBook - PDF

AI for Computer Architecture

Principles, Practice, and Prospects

Lizhong Chen,Drew Penney,Daniel Jiménez

Book details
Table of contents
Citations

About This Book

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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Table of contents

  1. Cover
  2. Copyright Page
  3. Title Page
  4. Contents
  5. Preface
  6. Acknowledgments
  7. Introduction
  8. Basics of Machine Learning in Architecture
  9. Literature Review
  10. Case Studies
  11. Analysis of Current Practice
  12. Future Directions of AI for Architecture
  13. Conclusions
  14. Bibliography
  15. Authors' Biographies
Citation styles for AI for Computer Architecture

APA 6 Citation

Chen, L., Penney, D., & Jiménez, D. (2020). AI for Computer Architecture ([edition unavailable]). Springer International Publishing. Retrieved from https://www.perlego.com/book/3706117/ai-for-computer-architecture-principles-practice-and-prospects-pdf (Original work published 2020)

Chicago Citation

Chen, Lizhong, Drew Penney, and Daniel Jiménez. (2020) 2020. AI for Computer Architecture. [Edition unavailable]. Springer International Publishing. https://www.perlego.com/book/3706117/ai-for-computer-architecture-principles-practice-and-prospects-pdf.

Harvard Citation

Chen, L., Penney, D. and Jiménez, D. (2020) AI for Computer Architecture. [edition unavailable]. Springer International Publishing. Available at: https://www.perlego.com/book/3706117/ai-for-computer-architecture-principles-practice-and-prospects-pdf (Accessed: 15 October 2022).

MLA 7 Citation

Chen, Lizhong, Drew Penney, and Daniel Jiménez. AI for Computer Architecture. [edition unavailable]. Springer International Publishing, 2020. Web. 15 Oct. 2022.