Data science is an interdisciplinary field about scientific methods, processes, and systems to extract knowledge or insights from data in various forms, either structured or unstructured. Data science community is made of people coming from different areas, and who do not always understand each others. Everyone is using his own concepts and not always understands how these map when applied to other techniques. In particular, Machine Learning experts do not always understand how Decision Optimization concepts maps or differs from their own concepts.