Previous semester

Modellierung II

Instructors: Univ.-Prof. Dr. Michael Wand
Shortname: 08.079.318
Course No.: 08.079.318
Course Type: Vorlesung/Übung

Requirements / organisational issues

The lecture builds on top of "Modelling 1" but a good math background (from minor or major studies in math or physics) is usually also sufficient.

Contents

The lecture modelling 2 aims at a deeper understanding of current "deep learning" methods. It will start with an overview of classical machine learning topics (with a focus on the theoretical of generalization), provide some in-depth information on topics complementary to the separate "machine learning" lecture, and in the last part, will go into details of how to understand the perculiar behavior of deep networks (e.g. double descent phenomena, neural tangent kernels, fischer information, phase-transitions).

Additional information

Important: Please make sure to visit

https://luna.informatik.uni-mainz.de/mod2-23/

and sign up for our mattermost channel (see web site for details).

Dates

Date (Day of the week)	Time	Location
04/24/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
05/08/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
05/15/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
05/22/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
06/05/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
06/12/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
06/19/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
06/26/2023 (Monday)	12:15 - 13:45	04 224;04 432 2413 - Neubau Physik/Mathematik
06/26/2023 (Monday)	12:15 - 13:45	04 224;04 432 2413 - Neubau Physik/Mathematik
07/03/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
07/10/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik
07/17/2023 (Monday)	12:15 - 13:45	04 432 2413 - Neubau Physik/Mathematik