YZV 202E - Optimization for Data Science

Course Objectives

Provide the necessary theoretical background to engineering students for using optimization algorithms and provide data science applications

Course Description

Introduction to mathematical optimization, line search methods, gradient based methods, Newton’s method, Hessian based methods, least squares techniques, derivative-free optimization, linear optimization problems, nonlinear optimization, data science applications