Sustainability of Machine Learning Models: An Energy Consumption Centric Evaluation

Author:

Islam Md Sakibul1,Zisad Sharif Noor1,Kor Ah-Lian1,Hasan Md Hasibul2

Affiliation:

1. School of Built Environment, Engineering and Computing Leeds Beckett University,Leeds,United Kingdom

2. IUBAT,Department of Computer Science,DHAKA,BANGLADESH

Publisher

IEEE

Reference23 articles.

1. Neuralpower: Predict and deploy energy-efficient convolutional neural networks;cai;Asian Conference on Machine Learning,2017

2. A first look into the carbon footprint of federated learning;qiu;ArXiv Preprint,2021

3. Real-time carbon accounting method for the European electricity markets

4. Gossip-based actor-learner architectures for deep reinforcement learning;assran;Ad-vances in Neural Information Processing Systems,2019

5. Towards the systematic reporting of the energy and carbon footprints of machine learning;henderson;Journal of Machine Learning Research,2020

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