Dear Colleagues, as part of the Visiting Professors program of the Master's Degree in Stochastics and Data Science at the University of Torino (full program available at https://www.master-sds.unito.it/go/visiting), we are pleased to announce the following course: -------------------------------------- Ismael CASTILLO (Sorbonne University) ASYMPTOTICS IN BAYESIAN NONPARAMETRICS. Syllabus: - Frequentist analysis of posterior distributions, dominated case, generic convergence theorem - Gaussian process priors and adaptation to smoothness - Deep neural network priors and deep GPs: adaptation to smoothness and structure - Variational Bayes: convergence of variational approximations -------------------------------------- The course will be held exclusively in-person, according to the following schedule: - Tue 12/12, h.16-18 - Wed 13/12, h.14-16 - Thu 14/12, h.9.15-11.15 - Thu 14/12, h.14-16 Course location: Room 30, third floor, Corso Unione Sovietica 218/bis, 10134, Turin. Participation is open to all interested. Best regards, Matteo Ruggiero --- Matteo Ruggiero University of Torino and Collegio Carlo Alberto www.matteoruggiero.it