Event info

The IMI Colloquium in July 2023

Wednesday, 24 July 2023, 16:45 - 17:45 seminars

Date : Wednesday, 24 July 2023
16:45 - 17:45

Place : Live streaming with Zoom

Speaker : Tomohiro Hayase (Cluster Metaverse Lab)

Title : Random Matrices and Deep Neural Networks

Abstract :
The central role in machine learning is played by deep neural networks. When understanding deep neural networks, random matrices often appear. In particular, random matrices frequently arise in the context of parameter initialization and understanding learning dynamics. In this lecture, we will provide an overview of topics related to random matrices and deep neural networks, with a focus on free probability theory, mean field theory, NNGP (Neural Network Gaussian Process), NTK (Neural Tangent Kernel), and others.

***  Notes  ***
• If you have not downloaded the Zoom application yet, please download it (https://zoom.us) in advance.
• The account name should be "Full name" in case of the faculty members, and "Student ID number(Last name)" (e.g.:1SC○○○○○A(Last name) in case of students.
• Please understand the host will mute the audience's sound and camera.
• When you have a question, please use "Raise hand function" or "Chat function". Then, host will unmute.
• Login becomes possible half an hour before.

If you have any questions, please contact Hirose-sensei(E-mail: masayo(at)imi.kyushu-u.ac.jp).

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