Robustness, structure and hierarchy in deep generative models

<p>Deep learning provides us with ever-more-sophisticated neural networks that can be tuned via gradient ascent to maximise some objective. Bayesian statistics provides us with a principled and unified approach to specify statistical models and to perform inference. One productive way to pair...

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Bibliographic Details
Main Author: Willetts, MJF
Other Authors: Holmes, C
Format: Thesis
Language:Englinsh
Published: 2021
Subjects: