Certificate in Mathematical Programming for Optimization
-- ViewingNowThe Certificate in Mathematical Programming for Optimization is a comprehensive course that equips learners with essential skills in mathematical modeling and optimization techniques. This certification is critical for professionals in various industries, including operations research, finance, logistics, and data science.
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โข Introduction to Mathematical Programming: Basics of mathematical programming, understanding mathematical models, optimization problems and solution approaches.
โข Linear Programming: Formulating and solving linear programming problems, simplex method, duality theory.
โข Integer Programming: Introduction to integer and binary programming, branch and bound method.
โข Nonlinear Programming: Formulation and solution methods for nonlinear optimization problems, unconstrained and constrained optimization.
โข Convex Optimization: Convex sets and functions, optimization of convex functions.
โข Network Flow Optimization: Flow networks, maximum flow problem, minimum cost flow problem.
โข interior point methods: Understanding and implementation of primal-dual interior point methods for linear programming.
โข Large Scale Optimization: Decomposition methods, Benders decomposition, Dantzig-Wolfe decomposition.
โข Optimization Software: Overview and hands-on experience with optimization software packages like CPLEX, Gurobi, and MATLAB optimization toolbox.
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