This repository contains the source code (i.e., the Python and the LaTeX files) of my PhD thesis entitled:
PAC-Bayesian Bounds and Beyond: Self-Bounding Algorithms and New Perspectives on Generalization in Machine Learning
The source code of three chapters is based on three GitHub repositories:
- Chapter 3: https://github.com/paulviallard/NeurIPS21-PB-Robustness
- Chapter 4: https://github.com/paulviallard/ECML21-PB-CBound
- Chapter 5: https://github.com/vzantedeschi/StocMV
The code was tested on Python 3.9.12 with the packages in the requirements.txt