Deep Learning - Theorie und Praxis (Modellierung II)
Instructors: Univ.-Prof. Dr. Michael WandShortname: 08.079.318
Course No.: 08.079.318
Course Type: Vorlesung/Übung
Requirements / organisational issues
This lecture assumes that the concepts taught in the course "Modelling 1" are known, as well as basic concepts from machine learning (we will only do a very brief recap in the first lecture).Digital teaching
Further information will be provided on the webpage of the course:https://luna.informatik.uni-mainz.de/dl-25-26/
(available 10/2025)
Contents
This lecture addresses the theory of deep learning: We still do not know why it works so well. In order to make progress towards a better understanding, we will look at the concept of generalization and model selection and then look at approaches that make networks more accessible by tangent-linear approximations (NTK, Gaussian-process-approximations). The course will include a short introduction to the practical aspects of deep learning.Dates
| Date (Day of the week) | Time | Location |
|---|---|---|
| 10/27/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 11/03/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 11/10/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 11/17/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 11/24/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 12/01/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 12/08/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 12/15/2025 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 01/05/2026 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 01/12/2026 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 01/19/2026 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 01/26/2026 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 02/02/2026 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |
| 02/09/2026 (Monday) | 12:00 - 14:00 | 04 432 2413 - Neubau Physik/Mathematik |