TDA Workshop 2022 (Machine Learning)

3rd Workshop on Topological Methods in Data Analysis

Synergies between TDA and Machine Learning

28 – 30 September 2022, Heidelberg University

This three-day workshop includes introductions into the powerful data analysis machinery of persistent homology and to machine learning techniques. A particular focus is laid on synergies between TDA and machine learning, where fruitful applications have been recently emerging. In addition, participants will have the opportunity to give short presentations on their own TDA-related work.

Registration

Registration for the workshop is open. Please register here.

Program
ScheduleDownload
Lightning_talksDownload
Material
Lecture_1Download
Lecture_2Download
Lecture_3Download
Lecture_4Download
Lecture_5Download
Lecture_6Download

If you want to follow the tutorial sessions we recommend to preinstall the following software:

would be good to have:

  • Python 3.8 oder 3.9
  • torch (possibly but not necessarily including GPU support)
  • pytorch-topological (Bastian Rieck’s package; can be installed via pip)

alternatively:

  • giotto-tda
  • gudhi
Poster
Workshop_Topological_Methods_in_Data_AnalysisDownload
Organizers

Lukas Hahn, Maximilian Schmahl, Daniel Spitz, Anna Wienhard