Advanced Deep Learning for Physics (IN2298)
Course 0000003205 in SS 2024
General Data
| Course Type | lecture |
|---|---|
| Semester Weekly Hours | 4 SWS |
| Organisational Unit | Informatics 15 - Chair of Computer Graphics and Visualization (Prof. Westermann) |
| Lecturers |
Erik Franz Philipp Holl Georg Kohl Mario Lino Valencia Qiang Liu Márton Szep Nils Thürey Susanne Weitz Rene Winchenbach |
| Dates |
Tue, 16:00–18:00, MI HS2 Fri, 08:00–10:00, MI HS2 |
Assignment to Modules
-
IN2298: Advanced Deep Learning for Physics / Advanced Deep Learning for Physics
This module is included in the following catalogs:- Catalogue of non-physics elective courses
Further Information
Courses are together with exams the building blocks for modules. Please keep in mind that information on the contents, learning outcomes and, especially examination conditions are given on the module level only – see section "Assignment to Modules" above.
| additional remarks | This course will give a practical and comprehensive introduction of deep learning in the context of physical simulations. Beyond standard supervised learning from data, we’ll look at physical loss constraints, more tightly coupled learning algorithms with differentiable simulations, as well as reinforcement learning and improved gradient calculations. These methods have a significant potential to fundamentally change what computer simulations can achieve. As much as possible, the topics will come with hands-on code examples and exercises. More information at: https://www.in.tum.de/cg/teaching/summer-term-22/advanced-deep-learning-for-physics/ |
|---|---|
| Links |
E-Learning course (e. g. Moodle) TUMonline entry |
Equivalent Courses (e. g. in other semesters)
| Semester | Title | Lecturers | Dates |
|---|---|---|---|
| SS 2023 | Advanced Deep Learning for Physics (IN2298) |
Brahmachary, S.
Chen, L.
Holl, P.
List, B.
Szep, M. … (total 6)
Responsible/Coordination: Thürey, N. |
Tue, 16:00–18:00, MI HS2 Fri, 08:00–10:00, MI HS2 |
| SS 2022 | Advanced Deep Learning for Physics (IN2298) |
Chen, L.
Holl, P.
List, B.
Weitz, S.
Responsible/Coordination: Thürey, N. |
Tue, 16:00–18:00, MI HS2 Fri, 08:00–10:00, MI HS2 |
| SS 2018 | Advanced Deep Learning for Physics (IN2298) | Thürey, N. | |
| SS 2017 | Deep Learning and Numerical Simulations for Visual Effects (IN2298) | Thürey, N. | |
| SS 2016 | Simulation for Visual Effects (IN2298) | ||
| SS 2015 | Simulation for Visual Effects (IN2298) |