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This lecture covers the applications of machine learning in earthquake engineering, presented by Nenad Bijelić from RESSLab@EPFL. It includes Nenad's educational background, research interests, ground shaking analysis, ground motion intensity measures, databases of recorded earthquakes, experimental and numerical approaches, computational workflow, and machine learning projects on collapse prediction and tsunami-induced building collapse detection.