Talk based on the paper, ‘Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning’ which was written with co-authors: Jieru Hu, Joshua Romoff, Emma Brunskill, Dan Jurafsky, and Joelle Pineau. I reflect on the journey and lessons learned while making the paper.