论文标题

机器学习和计算机架构领域的部落

The Tribes of Machine Learning and the Realm of Computer Architecture

论文作者

Akram, Ayaz, Lowe-Power, Jason

论文摘要

机器学习技术像许多其他领域一样影响了计算机架构领域。本文研究了如何将基本的机器学习技术应用于计算机架构问题。我们还提供了采用不同机器学习方法的计算机架构研究的详细调查。最后,我们提出了一些未来的机会和杰出的挑战,需要克服以利用机器学习的全部潜力来用于计算机架构。

Machine learning techniques have influenced the field of computer architecture like many other fields. This paper studies how the fundamental machine learning techniques can be applied towards computer architecture problems. We also provide a detailed survey of computer architecture research that employs different machine learning methods. Finally, we present some future opportunities and the outstanding challenges that need to be overcome to exploit full potential of machine learning for computer architecture.

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