EMAp Summer Course
Topological Data Analysis with Persistent Homology
Last version of the notes here. Video recordings of the lessons here.
First week: General topology
- 26/01 (2pm-2:30pm) - Lesson 0 - Introduction
                
 Slides, notebook (html).
 Homework: Exercise 0.
- 26/01 (2:30pm-4pm) - Lesson 1 - Topological spaces
                
                
 Slides, video.
 Homework: Exercises 4 and 5.
 Optional: Exercises 2 and 7.
- 27/01 (2pm-4pm) - Lesson 2 - Homeomorphisms
                
                
 Slides, video.
 Homework: Exercises 8 and 11.
 Optional: Exercise 10.
- 28/01 (2pm-4pm) - Lesson 3 - Homotopies
                
                
 Slides, video.
 Homework: Exercises 12 and 16.
 Optional: Exercises 13 and 14.
- 29/01 (2pm-4pm) - Lesson 4 - Simplicial complexes + Tutorial
                
                
 Slides, video, notebook (html), notebook correction (html).
 Homework: Exercises 20 and 25.
 Optional: Exercises 21 and 26.
Correction of Exercises 4 and 5 by Lucas.
Correction of Exercises 8 and 11 by Tiago.
Correction of Exercises 12 and 16 by Manoel.
Learning the basics of Python on w3schools.
Second week: Simplicial homology
- 01/02 (2pm-4pm) - Lesson 5 - Homological algebra
                
 Slides, video.
 Homework: Exercises 29 and 30.
 Optional: Exercise 27 and 28.
- 02/02 (2pm-4pm) - Lesson 6 - Incremental algorithm
                
 Slides, video.
 Homework: Exercises 31 and 34.
 Optional: Exercise 33.
- 03/02 (2pm-4pm) - Lesson 7 - Topological inference
                
 Slides, video.
 Homework: Exercise 37.
 Optional: Exercise 39, 40 and 41.
- 04/02 (2pm-4pm) - Lesson 8 - Datasets have topology + Tutorial
                
 Slides, video, notebook (html), notebook correction (html).
 Optional homework: Exercise 43.
Third week: Persistent homology
- 08/02 (2pm-4pm) - Lesson 9 - Persistence modules - Decomposition
                
 Slides, video.
 Homework: Exercise 52.
 Optional: Exercises 48, 49 and 51.
- 09/02 (2pm-4pm) - Lesson 10 - Persistence modules - Stability
                
 Slides, video.
 Homework: Exercise 53.
- 10/02 (2pm-4pm) - Lesson 11 - Persistent homology in practice + Tutorial
                
 Slides, video, notebook (html), notebook correction (html).
 
Video of a barcode of a Čech a filtration.