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CMS Group@UNLV

BPB-232,
Dept. of Physics and Astronomy,
High Pressure Sci. & Eng. Center,
University of Nevada Las Vegas,
Las Vagas, NV, 89154-4002
 
Phone: +1-702-895-1707
Fax    : +1-702-895-0804
Email: qiang.zhu@unlv.edu

2020 Summer:

Numerical Optimization

Lecture_01 Introduction

Lecture_02 Derivative

Lecture_03 Bracket

Lecture_04 Local Descent

Lecture_05 First order 1

Lecture_06 First order 2

Lecture_07 Newton's methods

Lecture_08 Quasi-Newton methods

Lecture_09 Direct methods

Lecture_10 Stochastic methods

Lecture_11 Evolutionary methods

Lecture_12 Constrained optimization

Lecture_13 Sampling plans

Lecture_14 Surrogate model

Lecture_15 Gaussian Process Regression

Lecture_16 Surrogate optimization

Lecture_17 Uncertainty

Lecture_18 Symbolic Regression

Link to the Github page