How Bad Is The Carbon Footprint Of Machine Learning?

To create awareness among the machine learning community, especially the NLP community about the effects of training deep neural networks on the environment, Emma Strubell and her team at the University of Massachusetts Amherst, trained a variety of popular off-the-shelf NLP models, which can be converted to approximate carbon emissions and electricity costs.