The Two Cultures of Machine Learning Systems

Suppose you work at a company. You want to use machine learning to improve marketing or operations or the product. Everyone agrees that this is a good idea because machine learning is the future. There are data scientists and engineers. The data scientists say that they know machine learning and will build you a model.