DSC 243. Advanced Optimization (4 units)
Link to catalog page: https://catalog.ucsd.edu/courses/DSC.html#dsc243
Description
Linear/quadratic programming, optimization under constraints, gradient descent (deterministic and stochastic), convergence rate of gradient descent, acceleration phenomena in convex optimization, stochastic optimization with large data sets, complexity lower bounds for convex optimization. Prerequisites: DSC 211 and DSC 212. Restricted to DS75 and DS76 students.
Prerequisite courses
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Successor courses
No courses have DSC 243 as a prerequisite.