ISE/OR 536 (ISE 589/ OR 591): Introduction to Optimization and Machine Learning for Systems Analytics

ISE/OR 536 (ISE 589-012 / OR 591-001): Introduction to Optimization and Machine Learning for Systems Analytics

Lecture 0 | Lecture 1 | Lecture 2

Lecture 3 | Lecture 4 | Lecture 5

Lecture 6 | Lecture 7 | Supplemental Lecture

Optimization in Machine Learning and Data Science
Support Vector Machines and Kernel Methods
Galton, Pearson, and the Peas: A Brief History of Linear Regression for Statistics Instructors
Designing Effective Machine Learning Experiments

Assignment #1 (Due: 11:45 A.M. 01/27/2026)

Assignment #2 (Due: 11:45 A.M. 02/10/2026) HW2data.zip

Assignment #3 (Due: 11:45 A.M. 02/26/2026) HW3data.zip

Assignment #4 (Due: 11:45 A.M. 03/26/2026) HW4data.zip

Assignment #5 (Due: 11:45 A.M. 04/07/2026)

Assignment #6 (Due 11:45 A.M. 04/21/2026)