Opening & Introduction Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Introduction of the participants Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Introduction to TDA for Machine Learning

• David Loiseaux (Lawrence Berkeley National Laboratory)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal Modern machine learning often relies on finding useful representations of complex, structured data. For data with an underlying geometric structure such as point clouds, images, graphs, or time series, TDA provides tools for constructing representations that capture shape across multiple scales. In this minicourse, I will recall the intuitions of TDA, and introduce the associated statistical and machine learning framework. Then, I'll illustrate how topological features can be extracted from data and how the resulting descriptors can be integrated into typical machine learning pipelines. This includes unsupervised learning (vectorization), kernels (e.g., Sliced Wasserstein), and modern machine learning integration (e.g., autodiff handling). Finally, I'll generalize these constructions to the multiparameter persistence setting.

tbd

• David Loiseaux (Lawrence Berkeley National Laboratory)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Contributed Talks Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd

• Yasuaki Hiraoka (Kyoto University)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd

• David Loiseaux (Lawrence Berkeley National Laboratory)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd

• Yasuaki Hiraoka (Kyoto University)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Contributed Talks Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Contributed Talks Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd

• Kathryn Hess Bellwald (EPFL)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd

• Kathryn Hess Bellwald (EPFL)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd Room: B-IT Building/0-0.109 - Hörsaalzentrum Poppelsdorf

Open-Problem Session Room: B-IT Building/0-0.109 - Hörsaalzentrum Poppelsdorf

tbd Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Work in Groups Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Work in Groups Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Work in Groups Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd Room: Endenicher Allee 60/1-016 - Lipschitzsaal

tbd

• Kathryn Hess Bellwald (EPFL)

Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Work in Groups Room: Endenicher Allee 60/1-016 - Lipschitzsaal

Final Group Report Room: Endenicher Allee 60/1-016 - Lipschitzsaal