Optimization

Here you can find lists of great Optimization books are or have been used to teach courses at UC Berkeley.





Optimization Models

By: Giuseppe C. Calafiore, Laurent El Ghaoui

2014

Convex Optimization

By: Stephen Boyd, Lieven Vandenberghe

2004

Nonlinear Programming

By: Dimitri P. Bertsekas

1999

Convex Analysis:

By: Ralph Tyrell Rockafellar

1996

Numerical Optimization

By: Jorge Nocedal, Stephen Wright

2006

Lectures on Modern Convex Optimization: Analysis, Algorithms, and Engineering Applications

By: Aharon Ben-Tal, Arkadi Nemirovski

1987

Optimization for Machine Learning

By: Suvrit Sra, Sebastian Nowozin, Stephen J. Wright

2011