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–
Semester
Sommersemester 2025
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aktualisiert
2025-10-08 10:29:00
Abonnements
2
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# 1Offener ZugangFAU MoD Course (1/5): Mysteries of Deep LearningProf. Dr. Yaoyu Zhang2025-05-02 Sommersemester 20251FAU MoD Course (1/5): Mysteries of Deep LearningProf. Dr. Yaoyu Zhang2025-05-02 Sommersemester 2025Offener Zugang
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# 2Offener ZugangFAU MoD Course (2/5): Frequency Principle/Spectral BiasProf. Dr. Yaoyu Zhang2025-05-05 Sommersemester 20252FAU MoD Course (2/5): Frequency Principle/Spectral BiasProf. Dr. Yaoyu Zhang2025-05-05 Sommersemester 2025Offener Zugang
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# 3Offener ZugangFAU MoD Course (3/5): Condensation PhenomenonProf. Dr. Yaoyu Zhang2025-05-06 Sommersemester 20253FAU MoD Course (3/5): Condensation PhenomenonProf. Dr. Yaoyu Zhang2025-05-06 Sommersemester 2025Offener Zugang
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# 4Offener ZugangFAU MoD Course (4/5): From Condensation to Loss Landscape AnalysisProf. Dr. Yaoyu Zhang2025-05-07 Sommersemester 20254FAU MoD Course (4/5): From Condensation to Loss Landscape AnalysisProf. Dr. Yaoyu Zhang2025-05-07 Sommersemester 2025Offener Zugang
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# 5Offener ZugangFAU MoD Course (5/5): From Condensation to Generalization TheoryProf. Dr. Yaoyu Zhang2025-05-08 Sommersemester 20255FAU MoD Course (5/5): From Condensation to Generalization TheoryProf. Dr. Yaoyu Zhang2025-05-08 Sommersemester 2025Offener Zugang
