Recent developments in medical imaging with Deep Learning presents evidenceof automated diagnosis and prognosis. It can also be a complement to currentlyavailable diagnosis methods. Deep Learning can be leveraged for diagnosis,severity prediction, intubation support prediction and many similar tasks. Wepresent prediction of intubation support requirement for patients from theChest X-ray using Deep representation learning. We release our source codepublicly at https://github.com/aniketmaurya/covid-research.