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The Carbon Footprint of Machine Learning
Trainin a large deep learning model produces 626 thousand pounds of carbon dioxide. This is equal to the lifetime emission of five cars. The more pervasive these methods become, the more of these models will be needed. At teasal we have researchers that are making progress towards building pruning and compression of machine learning.