James-A. Goulet's Research Page

James-A. Goulet's Academic Webpage
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Position	Professor \| 2015 - ...
Contact	james.goulet@polymtl.ca University website B-431.4.6 Main Building Polytechnique Montreal CANADA
Education	Post-doc, Civil Engineering \| 2012 - 2015 University of California, Berkeley, USA Ph.D., Civil Engineering \| 2008 - 2012 EPFL - Swiss Federal Institute of Technology, Lausanne, Switzerland M.Sc., Civil Engineering \| 2006 - 2008 Laval University, Quebec, Canada B.ing., Civil Engineering \| 2004 - 2008 Laval University, Quebec, Canada
Research Axes	My research focuses on Machine Learning Methods for Civil Engineering applications such as structural health monitoring (SHM) and infrastructure maintenance planning. (Fully funded Ph.D. & postdoc positions are available: contact me for inquiries)
OpenIPDM	Open source library: Network-scale infrastructure probabilistic deterioration models
Canari	Open source library: Online change point detection in time series for SHM
cuTAGI	Open source library: Analytically tractable Bayesian neural networks using TAGI
Publications	Theses & journal paper preprints
Book	Probabilistic Machine Learning for Civil Engineers (MIT press)
Teaching material	Slides and video lectures
Seminars	Schedule and archive
Miscellaneous	Templates, ressources and external links