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Established in 2020, POSTECH Mathematical Institute for Data Science (MINDS) is the community of researchers in the areas of fundamental data science, machine learning, artificial intelligence, scientific computing, and humanitarian data science. MINDS mission is to provide a platform for collaboration among researchers and to provide various opportunities for students in data science. MINDS also aims to use our data science research to serve our local and global communities pursuing humanitarian data science.

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MINDS SEMINAR

MINDS Seminar Series | Eren Mehmet Kıral (Keio University, Japan) - Lie Group updates for Learning Distributions on Machine Learning Parameters

MINDS SEMINAR
period : 2023-11-14 ~ 2023-11-14
time : 17:00:00 ~ 18:00:00
개최 장소 : Math Bldg 404 & Online streaming (Zoom)
Topic : Lie Group updates for Learning Distributions on Machine Learning Parameters
개요
Date 2023-11-14 ~ 2023-11-14 Time 17:00:00 ~ 18:00:00
Speaker Eren Mehmet Kıral Affiliation Keio University, Japan
Place Math Bldg 404 & Online streaming (Zoom) Streaming link ID : 688 896 1076 / PW : 54321
Topic Lie Group updates for Learning Distributions on Machine Learning Parameters
Contents I will talk about our recent paper https://arxiv.org/abs/2303.04397 with Thomas Möllenhoff and Emtiyaz Khan, and other related results. Bayesian Learning learns a distribution over the model parameters, allowing for different descriptions of the same data. This is (contrary to classical learning which "bets-it-all" on a single set of parameters in describing a given dataset and making predictions. We focus on classes of distributions which have a transitive Lie group action on them given by pushforwards of an action on the parameter space. I will also specialize to a few concrete Lie groups and show distinct learning behavior.
MinDS MinDS · 2023-09-19 13:18 · Views 428

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