Using mutual information to evaluate the generalization capability of deep learning neural networks

There is a need to better understand how generalization works in a deep learning model. The goal of this paper is to provide a clearer view of the black box called neural network. This is done by using information theory to compute the flow of information within a network. The proposed framework use...

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Bibliographic Details
Main Author: Kan, Shawn Jung Tze
Other Authors: Althea Liang
Format: Final Year Project (FYP)
Language:English
Published: Nanyang Technological University 2020
Subjects:
Online Access:https://hdl.handle.net/10356/137910