The demand for Machine Learning Professionals and data scientists is obviously very high in the fast-moving technology environment as researched by the GSDC community. Recently, LinkedIn published an insightful report that shed light on the significant shortage of machine learning engineers needed to necessitate companies to invest heavily in internal training and program development of professionals.