An AI Engineer's technical overview of machine learning life cycle

If you are solving a problem using machine learning, no matter if the problem is a very small business problem or a super large one, the end-to-end machine learning life cycle will be the same. The internal steps at each life cycle stage could be more or less however there will always be 4 of the above stages in any machine learning life cycle.