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Lesson 3 Required Learning Resources
Engineering Optimization
Xin-She, Y. (2010).
Engineering Optimization: An Introduction with Metaheuristic Applications
. John Wiley & Sons, Inc.
Print ISBN:9780470582466 |Online ISBN:9780470640425 |DOI:10.1002/9780470640425
Module 2 Optional Resources
Gradient Descent - Lesson 5
Visually Explained: Newton's Method in Optimization
Introduction To Optimization: Gradient Based Algorithms [Lesson 5]
Linear Programming [Lesson 5]
Introductory guide on Linear Programming for (aspiring) data scientists [Lesson 5]
Lagrange multipliers, introduction [Lesson 5]
Overview of Quadratic Programming (QP) [Lesson 6]
Nelder Mead Method [Lesson 6]
The Karush–Kuhn–Tucker (KKT) Conditions and the Interior Point Method for Convex Optimization [Lesson 7]
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Engineering Optimization