FB6 Mathematik/Informatik/Physik

Institut für Informatik


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Aktuelle Veranstaltungen

Geometric Deep Learning
Dozent:Prof. Dr. Marcel Campen
Veranstaltungstyp:Vorlesung und Seminar (Offizielle Lehrveranstaltungen)
Beschreibung:Fundamentals of geometric aspects in machine learning (e.g. invariance, equivariance, multi-scale structure). Overview over representational options (e.g. point clouds, grids, meshes, implicits, parametrics) and corresponding challenges together with advanced technical approaches to learning over and learning of geometric data, in particular 3D objects and scenes. Basic concepts involved in this context include artificial neural networks, convolution, pooling, diffusion, continuous convolution, random walks, transformers, generative approaches. Case studies include shape classification, shape segmentation, shape correspondence, shape generation.
Ort:32/109
Semester:SoSe 2024
Zeiten:Di. 16:00 - 18:00 (wöchentlich) - Vorlesung, Mi. 14:00 - 16:00 (wöchentlich) - Vorlesung/Übung
Erster Termin:Dienstag, 02.04.2024 16:00 - 18:00, Ort: 32/109
Veranstaltungsnummer:6.640
ECTS-Kreditpunkte:6