BIMSA > Seminar on Control Theory and Nonlinear Filtering The Bias in learning theory
The Bias in learning theory
Organizer
Shing Toung Yau
Speaker
Jia Yi Kang
Time
Monday, June 12, 2023 3:00 PM - 3:30 PM
Venue
数学系理科楼A-203
Abstract
From the sampling of data to the initialisation of parameters, randomness is ubiquitous in modern Machine Learning practice. Understanding the statistical fluctuations engendered by the different sources of randomness in prediction is therefore key to understanding robust generalisation. In this report, I will introduce the bias in some NNs, including the Group equivariant convolutional neural networks, diagonal linear networks, wide BNN and Optimisation in NN.