data-driven-audio-signal-processing-exercise

Data Driven Audio Signal Processing - A Tutorial with Computational Examples

This tutorial accompanies the lecture Data Driven Audio Signal Processing. The lecture and the tutorial are designed for International Standard Classification of Education (ISCED) level 7 (Master, in total 6 ECTS credits).

Jupyter notebooks can be accessed via the services

• dynamic version using mybinder: https://mybinder.org/v2/gh/spatialaudio/data-driven-audio-signal-processing-exercise/dev?labpath=index.ipynb
• static version using nbviewer: https://nbviewer.org/github/spatialaudio/data-driven-audio-signal-processing-exercise/blob/dev/index.ipynb
• sources (tex, ipynb) at: https://github.com/spatialaudio/data-driven-audio-signal-processing-exercise

Versions / Tags

• v0.1 for winter term 2021/22, initial version
• v0.2 for winter term 2022/23
• v0.3 for winter term 2023/24, many beamer tex slides added, CI
• v0.4 winter term 2024/25, smaller mods due to API changes, PCA example on exam grades, slides
• v0.5 winter term 2025/26, TBD

Branch Conventions

• the default branch of the repository is dev and this is used for development
• the dev branch contains notebooks with cleared outputs for convenient diff handling
• the main branch contains notebooks with rendered outputs, which is maintained from time to time
• do not rely on main branch as this is hard reset from time to time
• probably in future we rename main to somewhat less confusing

Python Environment

• the pyproject.toml contains the project info
• assuming we use uv for Python, packaging and environment handling a dedicated environment can be cerated with uv sync

Authorship

• University of Rostock:
  • Frank Schultz, concept, coding
  • Sascha Spors, concept

Referencing

Please cite this open educational resource (OER) project as Frank Schultz, Data Driven Audio Signal Processing - A Tutorial Featuring Computational Examples, University of Rostock ideally with relevant file(s), github URL, commit number and/or version tag, year.

License

• Creative Commons Attribution 4.0 International License (CC BY 4.0) for text/graphics
• MIT License for software