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06/12/2022
Stochastic Gradient Descent without Full Data Shuffle
Stochastic gradient descent (SGD) is the cornerstone of modern machine l...
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05/24/2020
HyperLogLog Sketch Acceleration on FPGA
Data sketches are a set of widely used approximated data summarizing tec...
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04/02/2020
High Bandwidth Memory on FPGAs: A Data Analytics Perspective
FPGA-based data processing in datacenters is increasing in popularity du...
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03/08/2019
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning (Technical Report)
Learning from the data stored in a database is an important function inc...
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03/08/2019
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning
Learning from the data stored in a database is an important function inc...
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02/14/2018
Compressive Sensing with Low Precision Data Representation: Radio Astronomy and Beyond
Modern scientific instruments produce vast amounts of data, which can ov...
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11/16/2016