IEOR 160: Nonlinear and Discrete Optimization

Instructor: Javad Lavaei
Time: Fridays 10am-noon
Location: 50 Birge
TA: Baturalp Yalcin (baturalp_yalcin AT berkeley.edu)
Grader: Shereen Wakhlu (wakhlu AT berkeley.edu)
Instructor's office hours: Tuesdays 10-11am
TAs’ office hours: Thursdays 1:30-3pm
Grading Policy (excluding any curving formula):

  • 20% homework

  • 30% midterm exam (March 24th)

  • 50% final exam

Description

Syllabus:

  • Optimality conditions

  • Local and global optimality

  • Convex optimization

  • Numerical algorithms

  • Duality

  • Convex relaxations

  • Integer programming

  • Applications in artificial intelligence

Textbook

  • “The Mathematics of Nonlinear Programming” by Anthony L. Peressini, Francis E. Sullivan, and J.J. Jr. Uhl (optional)

Homework