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Filtering by: Creator Mulligan, Daniel M. Creator Li, Yunfan Degree Field Computer Science

Predicting and Improving Throughput, Responsiveness and Battery Life of Computer Systems by Machine Learning

Creator:

Li, Yunfan

Abstract:

The Machine Learning (ML) algorithms are increasingly explored in varies of fields including designing and optimizing computer systems. Recent research, such as optimizing memory/cache prefetching by ML training or predicting traffic pattern in throughput processors, also exhibits a promising future of introducing ML into computer system design and optimization. Throughput...

Resource Type:

Dissertation
Identifying and Removing On-chip Network Bottleneck in Throughput Processors

Creator:

Li, Yunfan

Abstract:

The high level of parallelism in throughput processors such as GPGPUs has resulted in significantly changed on-chip data traffic behaviors. This demands new research to identify and address the limiting factors of networks-on-chip (NoCs) in the context of throughput processors. In this work, we ﬁrst quantitatively analyze the performance of...

Resource Type:

Masters Thesis

Full Text:

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