Bayesian multimodeling

Form. Deadline: 21th of May, 23.59

Scores

Talk list

Zoom link

TG Link

Plan (Spring 2024)

Date	Topic	Link to record	Tasks
13.02	Genetics	Link	Task 3
20.02	Meta-optimization	-	-
27.02	Multitask learning	-	-
5.02	Task 3 discussion	-	-
12.03	Knowledge transfer and distillation	-	Task 4
26.03	Sampling	-	-
02.04	Probabilistic metric spaces	-	-
16.04	Task 4 discussion, Latent space projection	-	-
23.04	Model ensembles, Mixture of experts	-	Task 5
14.05	Gaussian processes	-	-
21.05	Task 5 discussion, Scores	-	-

TBA topics

• agents
• score matching

Plan (Fall 2023)

Date	Topic	Link to record	Tasks
5.09	Intro	Link	-
12.09	Distributions, expectation, likelihood	Link	-
26.09	Bayesian inference	Link	-
3.10	MDL	Link	-
10.10	Variational inference	Link	-
17.10	Variational inference 2	Link	Task 1
24.10	Probabilistic graphical models	Link	-
31.10	Generative and discriminative models	Link	-
7.11	Task 1 discussion	Link	-
14.11	Data generation	-	Task 2
21.11	Hyperparameter optimization: SMBO	Link	-
28.11	Hyperparameter optimization: gradient-based	-	-
5.12	Task 2 discussion	Link	-
12.12	Structure selection	Link	-

Next term plan (tentative):

• Metaoptimization
• Hierarchical models
• Model ensembles, Mixture of experts
• Structure priors
• Informative prior
• Sampling
• Probabilistic metric spaces
• Transfer learning
• Domain adaptation
• Multitask learning
• SSM
• Agents
• Diffusion, Score matching models