9783110785944.pdf

Volume 1 establishes the foundations of this new field. It goes through all the steps from data collection, their summary and clustering, to different aspects of resource-aware learning, i.e., hardware, memory, energy, and communication awareness. Machine learning methods are inspected with respect...

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Λεπτομέρειες βιβλιογραφικής εγγραφής
Γλώσσα:English
Έκδοση: De Gruyter 2023
Διαθέσιμο Online:https://www.degruyter.com/isbn/9783110785944
Περιγραφή
Περίληψη:Volume 1 establishes the foundations of this new field. It goes through all the steps from data collection, their summary and clustering, to different aspects of resource-aware learning, i.e., hardware, memory, energy, and communication awareness. Machine learning methods are inspected with respect to resource requirements and how to enhance scalability on diverse computing architectures ranging from embedded systems to large computing clusters.