thought of the day :
machine learning does not totally automate the end-to-end process of data to insight (and action), as is often suggested. We do need human intervention. And having the right mix of specialists is equally important as they have the expertise to build prototype projects in different business lines. Thus, one must hire the right team in the context of her organization to ensure an assured path towards success.

Besides, it is important to note that organizations don’t have machine learning problems. Instead, there are just business problems that companies might solve using machine learning. Therefore, identifying and articulating the business problem is mandatory before investing significant effort in the process and before hiring the machine learning experts.