Data science sits at the core of any analytical exercise conducted on a big data or Internet of Things (IoT) environment. Data science is not only to do machine learning or statistical analysis, but also to derive insights out of the data that a user with no statistics knowledge can understand. Data preparation, machine learning, domain knowledge, and result-interpretation are four major tasks required to execute a data-science project successfully .