Operations Research (2): Optimization Algorithms
Instructor: 孔令傑 (Ling-Chieh Kung)
What you'll learn
Skills you'll gain
There are 6 modules in this course
The series of courses consists of three parts, we focus on deterministic optimization techniques, which is a major part of the field of OR. As the second part of the series, we study some efficient algorithms for solving linear programs, integer programs, and nonlinear programs. We also introduce the basic computer implementation of solving different programs, integer programs, and nonlinear programs and thus an example of algorithm application will be discussed.
The Simplex Method
The Branch-and-Bound Algorithm
Gradient Descent and Newton’s Method
Design and Evaluation of Heuristic Algorithms
Course Summary and Future Learning Directions
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