FAU MoD Course: Towards a Mathematical Foundation of Deep Learning: From Phenomena to Theory 2025 /CoursesID:4272
- Most recent entry on 2025-05-08
Keywords: FAU FAU MoD Deep Learning, FAU MoD Course DL

Organisational Unit

Lehrstuhl für Dynamics, Control and Numerics (Alexander von Humboldt-Professur)

Recording type

Vorlesungsreihe

Via

Free

Language

Date: Fri. – Thu. May 2 – 8, 2025
FAU MoD Course: Towards a Mathematical Foundation of Deep Learning: From Phenomena to Theory
Speaker: Prof. Dr. Yaoyu Zhang
Affiliation: Institute of Natural Sciences & School of Mathematical Sciences, Shanghai Jiao Tong University

Organizer: FAU MoD, Research Center for Mathematics of Data at FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg

SEE MORE: https://go.fau.de/1bd–

Overall, this course serves as a gateway to the vibrant field of deep learning theory, inspiring participants to contribute fresh perspectives to its advancement and application.

Session Titles:
1. Mysteries of Deep Learning
2. Frequency Principle/Spectral Bias
3. Condensation Phenomenon
4. From Condensation to Loss Landscape Analysis
5. From Condensation to Generalization Theory

 

SEE MORE: https://go.fau.de/1bd–

www.mod.fau.eu

 

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
FAU MoD Course: Mysteries of Deep Learning (1/5)
Prof. Dr. Yaoyu Zhang
2025-05-02
Free
01:55:24
2
FAU MoD Course: Frequency Principle/Spectral Bias (2/5)
Prof. Dr. Yaoyu Zhang
2025-05-05
Free
01:43:23
3
FAU MoD Course: Condensation Phenomenon (3/5)
Prof. Dr. Yaoyu Zhang
2025-05-06
Free
01:55:01
4
FAU MoD Course: From Condensation to Loss Landscape Analysis (4/5)
Prof. Dr. Yaoyu Zhang
2025-05-07
Free
01:30:05
5
FAU MoD Course: From Condensation to Generalization Theory (5/5)
Prof. Dr. Yaoyu Zhang
2025-05-08
Free
01:52:28

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Prof. Dr. Yaoyu Zhang
2025-04-30
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