If I need to describe data science in one word, it would be optimization, and in two words, convex optimization. Convex optimization is the mathematical mechanizing beyond many data science algorithms, from least squares to neural network. The Convex Optimization course by Prof. Stephen Boyd (Stanford University) focuses on methods for identifying and solving convex optimization problems.
