courses


since 2018 - Teaching @ Otto-von-Guericke-University Magdeburg

Winter 2025 Deep Learning für Ingenieure (lecture) DE
Learning Generative Models (lecture) EN
Musik Information Retrieval (lecture) DE
AI Basics (lecture) EN
Advanced Topics in Deep Learning (project seminar) EN
Summer 2025 Introduction to Deep Learning (lecture) EN
Sichere und Erklärbare KI (lecture) DE
Advanced Topics in Deep Learning (project seminar) EN
Prototyping von KI-Systemen (project seminar) DE
Winter 2024 Deep Learning für Ingenieure (lecture) DE
Musik Information Retrieval (lecture) DE
Advanced Topics in Deep Learning (project seminar) EN
Summer 2024 Neuronale Netze (lecture) DE
Learning Generative Models (lecture) EN
Prototyping von KI-Systemen (project seminar) DE
Winter 2023 Introduction to Deep Learning (lecture) EN
Musik Information Retrieval (lecture) DE
Winter 2022 Introduction to Deep Learning (lecture) EN
Musik Information Retrieval (lecture) DE
Summer 2022 Neuronale Netze (lecture) DE
Learning Generative Models (lecture) EN
Winter 2021 Introduction to Deep Learning (hybrid lecture) EN
Musik Information Retrieval (hybrid lecture) DE
KI in Neurowissenschaften (seminar) DE
Summer 2021 Neuronale Netze (online lecture) DE
Learning Generative Models (lecture) EN
Winter 2020 Introduction to Deep Learning (online lecture) EN
Musik Information Retrieval (online lecture) DE
Summer 2020 Introduction to Deep Learning (online lecture) EN
Neuronale Netze (online lecture) DE
Learning Generative Models (online lecture) EN
Winter 2019 Introduction to Deep Learning (lecture) EN
Musik Information Retrieval (lecture) DE
Summer 2019 Applied Deep Learning (block lecture) EN
Neuronale Netze (lecture) DE
Learning Generative Models (online lecture) EN
Responsible Data Science (seminar) EN
Winter 2018 Introduction to Deep Learning (lecture) EN

2016-2018 - Teaching @ University of Potsdam

Summer 2018 Introduction to Deep Learning (lecture) EN
Deep Generative Models (lecture) EN
Text Simplification (project module) EN
Neural Models for Speech Synthesis (seminar) EN
Winter 2017 Introduction to Deep Learning (lecture) EN
Deep Generative Models (lecture) EN
Summer 2017 Applied Deep Representation Learning (lecture) EN
Learning - Cognitive Science Perspectives (lecture on "Learning Machines") (ring lecture) EN
Winter 2016 Representation Learning - from a Deep Learning Perspective (lecture) EN
Summer 2016 Deep Learning for Natural Language Processing (lecture) EN

2002-2013 - Teaching @ Otto-von-Guericke-University Magdeburg

Winter 2012 Data & Knowledge Engineering Research Seminar (seminar) EN
Summer 2012 Data & Knowledge Engineering Research Seminar (seminar) EN
Winter 2011 Machine Learning (lecture) EN
Summer 2011 Bioinformatik (exercise) DE
Winter 2010 Machine Learning (exercise & part of the lecture) EN
IT Projects in Data & Knowledge Engineering (seminar) EN
Summer 2010 Computermusik (seminar) DE
Winter 2009 Concepts for Adaptive Interaction with Multimedia (seminar) EN
Summer 2009 Computermusik (seminar) DE
Summer 2008 Bioinformatik (exercise) DE
Winter 2007 Multimedia Retrieval (exercise & part of the lecture) DE
Summer 2007 Multimedia Retrieval: Fokus Audio (seminar) DE
Winter 2006 Konzepte des Information Retrievals (exercise & part of the lecture) DE
Summer 2006 Machine Learning (exercise & part of the lecture) EN
Winter 2004 Intelligente Systeme Einführung (exercise) DE
Winter 2002 Mathematik für Informatiker (exercise) DE

Other Courses

since 2018 KI und Medien (lecture) DE
Digital Media Law and Management LL.M. | MBA @ Erich Pommer Institut, Potsdam-Babelsberg
Sep. 21, 2025 Explainable AI for Music Information Retrieval (tutorial) EN
International Society for Music Information Retrieval Conference (ISMIR 2025), Daejeon, KR
Mar. 10-12, 2025 Generative Models (block course) EN
Volkswagen AG
Dec. 12, 2024 Introspection and XAI Techniques for Deep Neural Networks (lecture) EN
International School on Artificial Intelligence for Cognitive Technologies (ISACT) Winter School, Neapel, IT
Aug. 8-19, 2023 AI in Creative Processes (work group) EN
European Summer School of the German Academic Scholarship Foundation and the College of Europe, Driebergen, NL
Sep. 18 - Oct. 1, 2022 Kunst oder künstlich? - KI in der Musikproduktion (work group) DE
Summer School of the German Academic Scholarship Foundation, Olang, IT
Jul. 26-30, 2021 4th Modelling Symposium: Introducing Deep Neural Networks (summer school (hybrid)) EN
NeuroWissenschaftliche Gesellschaft (NWG), Magdeburg
Feb. 7, 2020 Deep Learning (block course) EN
Biomove Graduate School, University of Potsdam
Feb. 3, 2020 Deep Learning (UPracticeML block course) EN
University of Potsdam
Mar. 4-6, 2019 Deep Learning (block course) EN
Fraunhofer IIS, Erlangen
Jul. 26, 2018 Machine Learning and Deep Learning (workshop) EN
Helmholtz PhD Student Conference, Deutsches Geoforschungszentrum, Potsdam
Aug. 7, 2016 Introduction to EEG Decoding for Music Information Retrieval Research (tutorial) EN
17th International Society for Music Information Retrieval Conference, New York City, NY
Sep. 16-20, 2013 Adaptivity in Audio and Music Retrieval (lecture) EN
7th Russian Summer School in Information Retrieval (RussIR), Kazan, RU
Jul. 11, 2012 Learning Similarity Measures for Music (tutorial) EN
9th Sound and Music Computing Conference (SMC), Copenhagen, DK