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Within a statistical framework we show that average errors drop always to first-order regardless of the original scheme.
"But we were making too many errors, drop passes, lost the breakdown battle and couldn't get our drive going".
Only when categorical targets are four times more common than specific targets does the difference go away: Categorical errors drop to 14% compared to 17% specific errors (11) = 1.4, p < 0.18).
In both cases, the average errors drop as the training data size increases.
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When Google deployed deep learning on its Android voice search, errors dropped by 25% overnight.
When this muscle was removed from the analysis, prediction errors dropped to less than 8%.
In Game 1 of the World Series, Ramirez made two laughable errors, dropping one routine fly ball to left field.
Don't feel the pain.' " Her footwork improved, her errors dropped, and she began hitting out on every shot.
Grosjean had several good results — finishing twice on the podium — but then made several errors, dropping out of three races in accidents.
Knoblauch's errors dropped from 26 in 1999 to 15 last season, but he played in only 82 games at second base because of elbow tendinitis after playing 150 games there in 1999.
New systems also improved quality, with billing errors dropping 90%.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com