GreenML : A methodology for fair evaluation of machine learning algorithms with respect to resource consumption

Impressive results can be achieved when stacking deep neural networks hierarchies together. Several machine learning papers claim state-of-the-art results when evaluating their models with different accuracy metrics. However, these models come at a cost, which is rarely taken into consideration. Thi...

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Bibliographic Details
Main Authors: Dalgren, Anton, Lundegård, Ylva
Format: Others
Language:English
Published: Linköpings universitet, Institutionen för datavetenskap 2019
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-159837