by Neeraja Yadwadkar on May 12, 2022 | Tags: Cloud computing, Datacenters, Machine Learning
It was more than 10 years ago that I first started studying machine learning (ML). Serendipitously, I ended up leveraging ML techniques developed for biological sequence analysis for optimizing storage systems. In the recent past, I have focused on optimizing and...
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by Xiangyao Yu on Apr 13, 2022 | Tags: Cloud computing, Databases, Datacenters, Emerging Technology, Memory Disaggregation, Near Data Computing, Storage
The memory and storage hierarchy deepens in modern systems. To mitigate the low performance of memory/storage devices at the bottom of the hierarchy, near-data processing has been studied across different memory and storage devices as a means to reduce access latency...
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by Sergey Blagodurov, Mike Ignatowski, Valentina Salapura on Sep 22, 2021 | Tags: Accelerators, Coherence, Datacenters, Interconnects, Memory, Networking, Systems
Despite being hidden from the end user, datacenters are ubiquitous in today’s life. Massive datacenter installations are the driving force behind social networking, search, streaming services, e-commerce, cloud, and the gig economy. Today’s datacenters are as...
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by Minsoo Rhu on Sep 9, 2021 | Tags: Datacenters, Emerging Technology, Interconnects, Memory, Memory Disaggregation, Processing-in-Memory
The Memory (Bandwidth and Capacity) Wall The “memory wall” problem, originally coined by Wulf and McKee in the 1990s, pointed out that the rate of improvement in microprocessor performance far exceeds the rate of improvement in DRAM memory speed. Such trend rendered...
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by Srilantha (Bobbie) Manne, Carole-Jean Wu, Parthasarathy (Partha) Ranganathan, Sarah Bird, Shane Greenstein on Aug 18, 2021 | Tags: Datacenters, Edge Devices, Emerging Technology, Environment, Inclusion, Societal Impact, Sustainability
Digital technologies have had an undeniable influence on humanity’s well-being, transforming all aspects of our lives. Underpinned by advances in process technology, computer architecture, software engineering, and artificial intelligence (AI), the rapid technological...
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