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To prevent the NTI from being dependent on the learning sets, the whole process was repeated a hundred times (always by choosing the learning sets at random).
The main purpose of the NN training is to achieve better memorization and generalization capability, which is mainly dependent on the learning algorithm.
Other studies suggest that learning styles are highly dependent on the learning environment and the nature of the learning required [ 26, 28, 29].
In particular, we show that when averaging the non-stationary prediction errors across trials, a ramping in the activity of the dopamine neurons should be apparent, whose magnitude is dependent on the learning rate.
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This finding indicated an inverse relationship between conflict and error-likelihood effects dependent on the error learning rate [48], [49].
Perhaps it's just that systematised language learning has made me dependent on learning new languages the same way I learned the ones I have already learned.
Indeed, analysis of the content of items like those in the Raven (supposedly the most g-loaded test) suggests that they are the most, not the least, dependent on specific learning (Richardson & Norgate, In press).
Table 2 also shows that this phenomenon is dependent on the machine learning algorithm used.
Much of this difference was dependent on the preferred learning style of students.
In summary, these experiments conclusively show that the usage of a certain type of cue is not dependent on the sequence of learning.
Our results should therefore be less dependent on what learning curves are being used.
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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