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Bayesian nonparametrics and Bayesian deep learning

The course will be held via visioconference until further notice. A zoom link is sent on Teams before lectures.

Lecture 1: Bayesian nonparametrics #1

  • Slides are here.
  • Practicals are here (ex1, ex2, ex3).

Lecture 2: Bayesian nonparametrics #2

  • Practicals are here (ex4, ex5).

Lecture 3: Bayesian nonparametrics #3

  • Handwritten slides are here.
  • Try to do exercises.
  • Tentative paper list.

Lecture 4: Bayesian deep learning #1

  • Slides are in the slides folder.

Lecture 5: Bayesian deep learning #2

Lecture 6: Students' seminar