A description of mathematical concepts in plain language. Vector spaces, symbolic derivative and steepest descent, matrix of transformation, least squares and the pseudo inverse, probability and random variables, eigenvectors, crisp and fuzzy logic, and entropy. These concepts are first defined and then illustrated with engineering applications to add context.