Lecture 1: When the likelihood is tractable

• Nicole Hartman (TUM)

Room: Alps Seminar Room

Tutorial 1

• Nadine Bourriche

Room: Alps Seminar Room

Lecture 2: Conjugate Priors

• Nicole Hartman (TUM)

Room: Alps Seminar Room

Tutorial 2 Room: Alps Seminar Room

Lecture 3: Gaussian Distribution

• Nicole Hartman (TUM)

Gratefully drawing from Jakob Kollmüller's lecture from last ODSL stats course (pp. 23 - 35): https://indico.ph.tum.de/event/7418/attachments/5500/7135/Lecturenotes_ProbabilisticReasoning.pdf

Tutorial 3 **New room** ORIGINS seminar room (basement) https://share.google/BPlsmDYRzcfsI4xhQ **github:** https://github.com/odsl-team/block-course-sept25-stats/tree/main/Tutorials

Lecture 4: Hierarchical Models and Monte Carlo sampling

• Nicole Hartman (TUM)

**New room** ORIGINS seminar room (basement) https://share.google/BPlsmDYRzcfsI4xhQ

Tutorial 4

Lecture 5: Markov Chain Monte Carlo

• Nicole Hartman (TUM)

Room: Alps Seminar Room

Tutorial 5 Room: Alps Seminar Room

Lecture 6: Variational Inference

• Nicole Hartman (TUM)

Room: Alps Seminar Room

Tutorial 6

• Nadine Bourriche

Room: Alps Seminar Room **Optional:** Since we discussed SBI at the end of the lecture today, I give you an example showing how it works on a (simplified) LIGO simulation. Since we didn't cover normalizing flows in detail today, it's not expected that you'll be able to work through the blank exercise on your own, but the idea to look at the solution (input data x, the 2d posterior theta being modelled). **Challenge:** Is there a dataset from your research you could plug into this notebook and train a small proof-of-concept NPE posterior in this hour?

Lecture 1

• Jonas Würzinger (ODSL/MPP/TUM)

**New room** ORIGINS seminar room (basement) https://share.google/BPlsmDYRzcfsI4xhQ

Tutorial 1

• Nadine Bourriche

**New room** ORIGINS seminar room (basement) https://share.google/BPlsmDYRzcfsI4xhQ

Lecture 2

• Jonas Würzinger (ODSL/MPP/TUM)

**New room** ORIGINS seminar room (basement) https://share.google/BPlsmDYRzcfsI4xhQ

Tutorial 2

• Nadine Bourriche

**New room** ORIGINS seminar room (basement) https://share.google/BPlsmDYRzcfsI4xhQ

Lecture 3

• Jonas Würzinger (ODSL/MPP/TUM)

Room: Alps Seminar Room

Tutorial 3

• Nadine Bourriche

Room: Alps Seminar Room