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Full-Text Articles in Physical Sciences and Mathematics
Carbon Footprint Of Machine Learning Algorithms, Gigi Hsueh
Carbon Footprint Of Machine Learning Algorithms, Gigi Hsueh
Senior Projects Spring 2020
With the rapid development of machine learning, deep learning has demonstrated superior performance over other types of learning. Research made possible by big data and high-end GPU's enabled those research advances at the expense of computation and environmental costs. This will not only slow down the advancement of deep learning research because not all researchers have access to such expensive hardware, but it also accelerates climate change with increasing carbon emissions. It is essential for machine learning research to obtain high levels of accuracy and efficiency without contributing to global warming. This paper discusses some of current approaches in estimating …
Agora: A Knowledge Marketplace For Machine Learning, Mauro Ribeiro
Agora: A Knowledge Marketplace For Machine Learning, Mauro Ribeiro
Electronic Thesis and Dissertation Repository
More and more data are becoming part of people's lives. With the popularization of technologies like sensors, and the Internet of Things, data gathering is becoming possible and accessible for users. With these data in hand, users should be able to extract insights from them, and they want results as soon as possible. Average users have little or no experience in data analytics and machine learning and are not great observers who can collect enough data to build their own machine learning models. With large quantities of similar data being generated around the world and many machine learning models being …