README.md

# GUM-compliant, analytical uncertainty propagation in deep neural networks

[![Status](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/badges/main/pipeline.svg)](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/commits/main)

This repository contains the LaTeX files related to three documents:

- the internship report for the TU Berlin to get the credits for the internship
- the slides of my thesis presentation at ZIB as the last step to finishing the thesis
- the draft for my master’s thesis, which partly is based on the internship results.

The internship takes place during the summer and winter semesters starting from 
2021/2022 to 2022/2023 under the kind supervision of Sascha Eichstädt.
All of this is part of my Master of Science degree in Mathematics at Technische 
Universität Berlin.

## Download

The linked Pdfs are automatically compiled after each push and thus always updated. 
They get deleted one week after the last push but can always be regenerated through 
reexecution of the [respective pipeline](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/-/pipelines/new?ref=main).

- [Download internship report](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/-/jobs/artifacts/main/raw/src/internship_report/main.pdf?job=build_report)
- [Download thesis presentation](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/-/jobs/artifacts/main/raw/src/thesis_presentation/main.pdf?job=build_talk)
- [Download thesis](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/-/jobs/artifacts/main/raw/src/thesis/Thesis_408230.pdf?job=build_thesis)

## Preview in the browser

- [View report in browser](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/-/jobs/artifacts/main/file/src/internship_report/main.pdf?job=build_report)
- [View thesis presentation in browser](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/-/jobs/artifacts/main/file/src/thesis_presentation/main.pdf?job=build_talk)
- [View thesis in browser](https://gitlab1.ptb.de/ludwig10_masters_thesis/gum-compliant_neural_network_robustness_verification/-/jobs/artifacts/main/file/src/thesis/Thesis_408230.pdf?job=build_thesis)

## Attribution

Idea and template for the GitLab-CI configuration including the Docker image used
originate from [Alexander Kammeyer](https://gitlab1.ptb.de/kammey01).