Intro

Data science is the application of computational and statistical techniques to address or gain insight into some problem in the real world.

Machine learning involves computation and statistics, but has traditionally been not very concerned about answering scientific questions. Data science is not machine learning competitions.

Data science is the iterative cycle of designing a concrete problem, building an algorithm to solve it (or determining that this is not possible), and evaluating what insights this provides for the real underlying question.