James-A. Goulet's Academic Webpage

  /main page

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
  OpenBDLM Open source library: Bayesian dynamic linear models 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