19331617
Seminar / Undergraduate Course
WiSe 23/24: 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
- Pattern recognition and anomaly detection
- Statistical signal processing and machine learning
- …
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16 Class schedule
Regular appointments
Fri, 2023-10-20 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-10-27 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-11-03 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-11-10 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-11-17 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-11-24 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-12-01 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-12-08 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-12-15 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2023-12-22 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-01-12 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-01-19 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-01-26 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-02-02 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-02-09 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML
Fri, 2024-02-16 12:00 - 14:00
Seminar/Proseminar: Informationstheoretische Grundlagen von ML