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Название: Hardware-Aware Probabilistic Machine Learning Models
Автор: Galindez Olascoaga, Laura Isabel, Meert, Wannes, Verhelst, Marian
Издательство: Springer
Год: 2021
Формат: true pdf/epub
Страниц: 170
Размер: 24 Mb
Язык: English
This book proposes probabilistic machine learning models that represent the hardware properties of the device hosting them. These models can be used to evaluate the impact that a specific device configuration may have on resource consumption and performance of the machine learning task, with the overarching goal of balancing the two optimally.
Автор: Galindez Olascoaga, Laura Isabel, Meert, Wannes, Verhelst, Marian
Издательство: Springer
Год: 2021
Формат: true pdf/epub
Страниц: 170
Размер: 24 Mb
Язык: English
This book proposes probabilistic machine learning models that represent the hardware properties of the device hosting them. These models can be used to evaluate the impact that a specific device configuration may have on resource consumption and performance of the machine learning task, with the overarching goal of balancing the two optimally.