Course catalog

19331617

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, 12:00 - 14:00 Seminar/Proseminar: Informationstheoretische Grundlagen von ML 14 Class schedule

Fri, 2024-04-19 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-04-26 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-05-03 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-05-10 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-05-17 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-05-24 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-05-31 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-06-07 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-06-14 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-06-21 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-06-28 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-07-05 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-07-12 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Fri, 2024-07-19 12:00 - 14:00

Seminar/Proseminar: Informationstheoretische Grundlagen von ML

Lecturers:
Prof. Dr.-Ing. Gerhard Wunder

Location:
T9/051 Seminarraum (Takustr. 9)

Back to list of modules

Location: T9/051 Seminarraum (Takustr. 9)

Schedule: Fr 12:00-14:00

Class starts on: 2024-04-19

Course language: German

Contact hours: 2

Number of participants: 30

Limited attendance: Yes

Attendance required: Yes

Modules where this course belongs

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