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advanced-optimization-course

assignments and projects of advanced optimization course

HW1

Steepest Descent & Newton with backtracking line search

Simulated Annealing

HW2

Linear conjugate gradient method

HW3

Manifold suboptimization

Trust region

Levenberg-Marquardt method

HW4

augmented lagrangian

interior point method

Final Project

Implementation of A descent Dai-Liao conjugate gradient method for nonlinear equations [1]

[1] Abubakar, A.B. and Kumam, P., 2019. A descent Dai-Liao conjugate gradient method for nonlinear equations. Numerical Algorithms, 81(1), pp.197-210.