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Lecture Slides

(Under Construction)
Below are slides on undergraduate-level optimization topics.
Typal_Opt_Lecture_01.pdf
374KB
PDF
Vector Spaces + Vector Calculus + Optimization Models
Typal_Opt_Lecture_02.pdf
356KB
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Constraint Sets + Feasible Directions + Convexity
Typal_Opt_Lecture_03.pdf
275KB
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Introductory Optimality Conditions
Typal_Opt_Lecture_04.pdf
319KB
PDF
Bisection Algorithm
Typal_Opt_Lecture_05.pdf
355KB
PDF
Newton Method (Single Dimension)
Typal_Opt_Lecture_06.pdf
350KB
PDF
Gradient Method
Typal_Opt_Lecture_07.pdf
348KB
PDF
Steepest Descent
Typal_Opt_Lecture_08.pdf
326KB
PDF
Modified Newton (in several dimensions)
Typal_Opt_Lecture_09.pdf
400KB
PDF
Gauss Newton Method
Typal_Opt_Lecture_10.pdf
363KB
PDF
Conjugate Direction Schemes
Typal_Opt_Lecture_11.pdf
258KB
PDF
Conjugate Gradient Method
Typal_Opt_Lecture_12.pdf
317KB
PDF
Quasi-Newton Method
Typal_Opt_Lecture_13.pdf
419KB
PDF
Linear Programming
Typal_Opt_Lecture_14.pdf
348KB
PDF
Simplex Algorithm
Typal_Opt_Lecture_15.pdf
368KB
PDF
Lagrangians + Duality
Typal_Opt_Lecture_16.pdf
359KB
PDF
Equality + Inequality Constraints
Typal_Opt_Lecture_17.pdf
366KB
PDF
Proximal Operators
Typal_Opt_Lecture_18.pdf
341KB
PDF
Davis-Yin Splitting
Last modified 3mo ago