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An essential learning element in these cases relies on the learner to discover what is and is not relevant for solving the problem.
Traditionally, numerical machine learning deals with unstructured data, in the form of vectors: neural networks, graphical models, support vector machines, handle vectors of features that are assumed to be relevant for solving the problem at hand (classification or regression).
Furthermore, our system only acquires and stores the minimal set of information that is relevant for solving the given task.
However, the dynamic coupling of multiple processing modules allows for the extraction of specific, more complex features that are relevant for solving the given task.
The presented work contributes to a task-dependent representation of visual scenes, because only those pieces of information are acquired and stored that are relevant for solving the given task.
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All relevant information for solving the optimization problem in (3) may then be condensed into three arrays containing the number of observations between two potential breakpoints, the corresponding sum of the observations and the sum of squares.
This paper presents relevant research work applying HOAs for solving the OPF problem.
However, there have been no direct methods for solving the relevant problems due to the difficulty of overlapping.
To our knowledge, there have been no direct methods for solving the relevant problems (3), (4), and (5).
It is hoped that finding the right genes through careful experimental designs, such as outlined here, will narrow down the number of relevant genes and increase the odds for solving the puzzles of nature, such as ras.
In order to anticipate the thermal effects involved in the experiments we adapted the theoretical formalism developed in Ref. [ 11] for solving the heat equation relevant to our particular situation.
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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