Business exploration for data scientists and citizen data scientists has been accelerated through augmented analytics, allowing more accessible exploration. Advanced prototyping increasingly uses open-source technologies, for which many vendor platforms offer support, with key stages like feature engineering and algorithm selection becoming automated. Production refinement is important for machine learning as organizations mature around operationalization and analytics leaders demand tangible returns on investment.