Covid-19 is one of the most significant infectious diseases that have faced humanity in the past century from clinical, economic, and social perspectives. Although the role of infectious diseases in human history has been vicious and is well known to humanity, Covid-19 is a special case since it is the first worldwide outbreak in the era of advanced computing and telecommunications. For this reason, it was only logical to see Artificial Intelligence (AI) and Machine Learning (ML) on the top of the list of controls to compact the spread of Covid-19. This paper goes through the applications of AI and ML that were reported in some of the major literature indexes and can be related to the main issues that face healthcare providers during the Covid-19 pandemic. This paper also discusses the applicability of these applications to healthcare organizations and points out the main prerequisites before they can be adopted.