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ISYE 6663. Optimization III: Nonlinear Programming. 4 Credit Hours.

Fundamentals of nonlinear optimization. Topics include optimality conditions; convex programming and duality; unconstrained and constrained methods. Polynomial algorithms and interior point methods. Dual methods. This course is for students seriously considering a PhD.

Doctor of Philosophy with a major in Machine Learning

http://www.catalog.gatech.edu/programs/machine-learning-phd/

...Applications ISYE 6661, Linear Optimization ISYE 6663, Nonlinear Optimization ISYE 6669, Deterministic Optimization ISYE 7683...