I will give the talk Uncertainty Quantification with Bayesian Deep Learning: Foundations, Challenges, and Lessons Learned at MOMI (Le Monde des Mathematiques Industrielles), a two-day workshop on Applied and Industrial Mathematics hosted by Inria Cote d'Azur.