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In practice, each measure translates in a computational task which might be more or less of a burden.
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A computational task not uncommon in machine learning for drug discovery is a set of cross-validations nested with parameter sweeps to find optimal parameters for the model training.
According to Deutsch, the insight for that paper came from a conversation in the early eighties with the physicist Charles Bennett, of I.B.M., about computational-complexity theory, at the time a sexy new field that investigated the difficulty of a computational task.
Simulating particle coagulation using Monte Carlo methods is in general a challenging computational task due to its numerical complexity and the computing cost.
Since the cells cooperate in order to solve a given computational task, CNNs have provided in recent years an ideal framework for programmable analog array computing, where the instructions are represented by the templates.
An experiment task corresponds to a unique computational task defined in an input file.
Due to the increasing complexity of current digital data, similarity search has become a fundamental computational task in many applications.
In data-driven phenotyping, a core computational task is to identify medical concepts and their variations from sources of electronic health records (EHR) to stratify phenotypic cohorts.
In the same way as the biological neural network changes itself in order to perform some cognitive task (such as recognizing faces or learning a concept), artificial neural networks modify their internal parameters in order to perform a given computational task.
Computational grids offer a distributed environment to divide up a large computational task among individual machines.
In 1977 that was considered an impossible computational task.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com