Introduction to machine learning for engineers

CIVIL-226

Machine learning for predictive maintenance applications

CIVIL-426

The course aims at developing machine learning algorithms that are able to use condition monitoring data efficiently and detect occurring faults in complex industrial assets, isolate their root cause and ultimately predict the remaining useful lifetime.

Data Science for infrastructure condition monitoring

CIVIL-332

The course will cover the relevant steps of data-driven infrastructure condition monitoring, starting from data acquisition, going through the steps pre-processing of real data, feature engineering to developing suitable machine learning algorithms.

Frontiers of Deep Learning for Engineers

CIVIL-611