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But she also issues a warning: Closedloop's software is only as good as the data that are fed into it.
The algorithm does not know the criterion in advance; it must "learn" it using the data that are fed to it.
The input data that are fed into the feature extraction stage can be time domain signals, frequency domain signals or the combination of both domains.
Computers and mathematical models are only as good as the data that are fed into them; what they don't measure is the unforeseen sudden and dramatic spikes or dips in interest rates and the once-in-a-lifetime gyrations that the oddsmakers tell us to ignore but history teaches us occur all the time.
As a consequence, the amount of sensory data that are fed forward and need to be processed further is reduced to only those parts that are not already accounted for by the model.
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For climate models to make accurate predictions, it is necessary that the input data that is fed into the model is accurate.
So when people say that AI algorithms can be biased and unfair, the culprit is often not the algorithm itself, but the biased data that was fed to it.
One project involves collecting travel, time and location data that is fed into Web databases to calculate an individual's personal environmental impact and exposure to pollutants (peir.cens.ucla.edu).ucla.edu
Algorithms are subject to the same biases and prejudices that humans are, simply from the fact that 1) a human designed the steps in an algorithm, and 2) the data that is fed into the algorithm is generated in the context of our human society, including all of its inherent biases.
Each layer generates non-linear response against data that is fed into it as an input.
The data that's fed into mobile devices is stored offline.
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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