Topological Data Analysis (PSL Week)

Agenda

• Program (link)

Course material

• Monday

•   - Basics of topology (notes & exercises)
•   - Simplicial homology (notes & exercises)

• Tuesday

•   - Persistent homology (notes, slides)
•   - Gudhi tutorial (notebook, solution)

• Wednesday

•   - Topological Data Analysis for Machine Learning (slides)
•   - Classification of 3D shapes (notebook, solution)

• Thursday

•   - Multiparameter Persistent Homology: an application in pneumology (notes, slides)
•   - Statistical aspects of persistence (notes)
•   - Topological Data Analysis for Machine Learning (slides)

• Friday / Exam

•   - Data project (zip)