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For smaller machine types, minimums are also more apparent when larger numbers of instances are requested.
Large scale corpora, however, can reveal consistencies in linguistic selections over large numbers of instances, and potentially over a diverse array of registers.
The second method used is upsampling, in which instances from the classes with proportionally low numbers of instances are duplicated to reach a more balanced class distribution.
To determine whether numbers of instances or instance sizes made a difference, we ran STREAM on AWS in one region for 1 to 64 instances on each machine type.
Table 1 summarises the characteristics of each data set, including the numbers of instances, attributes and classes.
For this study, the amount of over-sampling is set at 900% because the numbers of instances in majority and minority classes will be approximately balanced.
Similar(46)
I can readily recall a disturbing number of instances of unnecessary care.
In a number of instances, it has not worked out that well for them.
BlackRock has disagreed with the recommendation of the proxy advisory firms in a number of instances.
In a number of instances, Ngram data suggest challenges to common assumptions about American literature.
In a number of instances he added frames with simple, geometric patterns roughly painted on them.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com