Topological Data Analysis (PSL Week)

Agenda

Program

Course material

Monday

• Basics of topology (notes and exercises)
• Simplicial homology (notes and 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)