Once the problem description that is to be solved using ML is clearly articulated, the first step in the ML pipeline is to be able to ascertain if the problem is of relevance to business and if the goals of the project are laid out without any ambiguities. It may also be wise to check if the problem at hand is feasible to be solved as an ML problem. These are the various aspects typically covered during the business understanding step.