Form. Deadline: 21th of May, 23.59
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 | - | - |
- agents
- score matching
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 | - |
- 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