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AI505/AI801 (S26) - Optimization
Announcements
Information
Schedule
References
Assessment
Classes
Unit 1: Introduction, Univariate Problems
Unit 2: Multivariate Problems, Gradient-Based Methods
Unit 3: Beyond Local Optima
Unit 4: Optimization for Machine Learning
Unit 5: Constrained Optimization, Linear Programming
Unit 6: Sampling Methods
Unit 7: Discrete Optimization and Heuristics
Tutorials
Python Review
Assignments
Marco Chiarandini
Git repository
Unit 6: Sampling Methods
Apr 23: Lecture 15 — Sampling Plans
Full Factorial
Random Sampling
Uniform Projection Plans
Stratified Sampling
Space-Filling Metrics
Space-Filling Subsets
Quasi-Random Sequences
Resources:
Chapter 13 of [KW]
Apr 24: Exercise 8