Olga Fink

EPFL ENAC IIC IMOS
GC A3 424 (Bâtiment GC)
Station 18
1015 Lausanne

Web site:  Web site:  https://IMOS.epfl.ch

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Administrative data

Teaching & PhD

Teaching

Civil Engineering

Courses

Introduction to machine learning for engineers

Machine learning is a sub-field of Artificial Intelligence that allows computers to learn from data, identify patterns and make predictions. As a fundamental building block of the Computational Thinking education at EPFL, Civil students will learn ML with civil case studies (summary generated by ML)

Data Science for infrastructure condition monitoring

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.

Machine learning for predictive maintenance applications

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.