IE8564

IE 8564 - Optimization for Machine Learning (4 Cr.)

Industrial and Systems Engineering (11138) TIOT - College of Science and Engineering

IE 8564 - Optimization for Machine Learning (4 Cr.)

Course description

Machine learning has been widely used in many areas such as computer vision, search engines, speech recognition, robotics, recommender systems, bioinformatics, social networks, and finance. It has become an important tool in prediction and data analysis. This course provides a comprehensive overview of important optimization models for machine learning. It also systematically provides a theoretical and computational study on various optimization methods for solving these models and more general problems.

Minimum credits

4

Maximum credits

4

Is this course repeatable?

No

Grading basis

OPT - Student Option

Lecture

Requirements

000017

Typically offered term(s)

Every Fall