MATH 6311

OPTIMIZATION ON BIG DATA.

University of Texas at Arlington · UGRD · Fall 2026

1 section

Catalog description

Introduction to big data analysis; real world applications of data science; linear system solutions; linear programming; duality theory; convex sets; convex functions; optimality conditions; unconstrained optimization; constraint optimization; conjugate direction methods; alternating direction method of multipliers; classification/regression models and algorithms; dimensionality reduction for visualization; projects on real data. Prerequisite: MATH 3330 or consent of the instructor.

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Class #texas_arlington_new-4517Fall 2026UGRD3 credits

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