Maths is essential to the tasks of an ML engineer or data scientist. This repository explores the essential topics of linear algebra, probability and statistics to enable one have a fundamental understanding of their applications. Examples are drawn from works by Thomas Niel , Sheldon Ross and Peter Bruce, Andrew Bruce and Peter Gedeck