Green AI: Do Deep Learning Frameworks Have Different Costs?

Stefanos Georgiou, Maria Kechagia, Tushar Sharma, Federica Sarro, Ying Zou

Abstract

The use of Artificial Intelligence (ai), and more specifically of Deep Learning (dl), in modern software systems, is nowadays widespread and continues to grow. At the same time, its usage is energy demanding and contributes to the increased CO2 emissions, and has a great financial cost as well. Even though there are many studies that examine the capabilities of dl, only a few focus on its green aspects, such as energy consumption.

BibTeX

@inproceedings{Georgiou-al:ICSE22,
  author    = {Stefanos Georgiou and
               Maria Kechagia and
               Tushar Sharma and
               Federica Sarro and
               Ying Zou},
  title     = {Green {AI:} Do Deep Learning Frameworks Have Different Costs?},
  booktitle = {ICSE},
  pages     = {1082--1094},
  publisher = {{ACM}},
  year      = {2022},
}

Green AI: Do Deep Learning Frameworks Have Different Costs?

Abstract

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