Teaching

Courses taught by Prof. Ilias Bilionis, focused on data science, scientific machine learning, and probabilistic modeling.

ME 239 — Introduction to Data Science for Mechanical Engineers

An introductory course covering core data science concepts and tools for mechanical engineers.

Credits: 1 credit

When offered: Every semester

ME 539 — Introduction to Scientific Machine Learning

A probabilistic introduction to scientific machine learning, uncertainty, and physics-informed modeling.

Credits: 3 credits

When offered: Every Fall

Advanced Scientific Machine Learning

Advanced topics in scientific ML, Bayesian inference, and modern probabilistic modeling workflows.

Credits: 3 credits

When offered: Every Spring