Optimization

In this category, I’d like to post my lecture notes which are used in UST class. Most of posts are pure lecture notes. However, I have a plan to add a new topic about the issue which is arised from the optimization problem in machine learning. Mosr of articles in this category are written with English, but some comments are with Korean. Moreover, the articles will be modified as I find a new theories or wrong themes.

• [Lecture Note 10] Quasi Newton 10 Dec 2018

• [Lecture Note 9] Conjugate Method 10 Dec 2018

• Maximization by Quadratic Hill-Climbing 10 Oct 2018

• [Lecture Note 8] Newton's Method 19 Aug 2018

• [Lecture Note 7] One Dimensional Optimization 19 Aug 2018

• [Lecture Note 6] Gradient Method 01 Aug 2018

• [Lecture Note 5] The First, Second Order Necessity Condition 29 Jul 2018

• [Lecture Note 4] Unconstrained Optimization 29 Jul 2018

• [Lecture Note 3] Foundation of Nonlinear Optimization-3 28 Jul 2018

• [Lecture Note 2] Foundation of Nonlinear Optimization-2 26 Jul 2018

• [Lecture Note 1] Foundation of Nonlinear Optimization-1 25 Jul 2018