19331617
Seminar / Undergraduate Course
SoSe 24: Seminar/Proseminar: Information-theoretical principles of ML
Gerhard Wunder
Comments
This (Pro-)Seminar takes place regularly every semester and is directed to Bachelor and Masterstudents. It covers basic and advanced (actual) topics of information-theoretic principles of machine learning. An indicative but not complete list of possible topics is:
- Probability distributions
- Elements of learning theory
- Entropy measures, cross-entropy
- Mutual information and distance metrics on probability distributions
- Compression and representation learning
- Autoencoders and variational autoencoders
- Privacy-preserving ML
- Robustness, adversarial ML
- Pattern recognition and anomaly detection
- Statistical signal processing and machine learning
- Advanced generative models (diffusion models, transformers, ...)
- NLP
- Causality and information decomposition
- …
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14 Class schedule
Regular appointments
Fri, 2024-04-19 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-04-26 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-05-03 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-05-10 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-05-17 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-05-24 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-05-31 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-06-07 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-06-14 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-06-21 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-06-28 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-07-05 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-07-12 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-07-19 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML