Schedule
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
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2023-09-19 13:18 ·
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