The environmental aspect of AI is limited not only to running such models ..

Source: Deep Learning on Medium

The environmental aspect of AI is not limited only to running such models .. but also the trial and error that goes into training them. Training deep learning models is more of an art than exact science at the moment, leading to many training iterations, most of which are discarded as they dont perform on par with the expected outcomes but add to carbon emissions none the less.