The latex template for scribing the lecture notes is here.

1. Thursday, Sep 10, 2020, Introduction and an example: Notes.

2. Tuesday, Sep 15, 2020, CP decomposition theory: Typed notes and Video.

3. Thursday, Sep 17, 2020, CP theory: Typed notes and Video.

4. Tuesday, Sep 22, 2020, CP theory: Typed notes and Video.

5. Thursday, Sep 24, 2020, CP theory and applications: Typed notes, Notes and Video.

6. Tuesday, Sep 29, 2020, CP applications: Typed notes, Notes and Video.

7. Thursday, Oct 1, 2020, CP applications: Typed notes, Notes and Video.

8. Tuesday, Oct 6, 2020, CP applications and algorithms: Typed notes, Notes and Video.

9. Thursday, Oct 8, 2020, CP algorithms: Typed notes, Notes and Video.

10. Tuesday, Oct 13, 2020, CP algorithms, tensor eigenvectors: Typed notes and Video.

11. Thursday, Oct 15, 2020, CP algorithms: Notes and Video.

12. Tuesday, Oct 20, 2020, Atomic norms: Notes and Video.

13. Thursday, Oct 22, 2020, Tensor completion: Notes and Video.

14. Tuesday, Oct 27, 2020, Tensor completion: Notes, Video, Handout on Lasserre relaxations.

15. Thursday, Oct 29, 2020, Tensor networks: Notes and Video.

16. Tuesday, Nov 3, 2020, Matrix product states / Tensor trains: Notes and Video.

17. Thursday, Nov 5, 2020, Tensor train decompositions: Notes and Video.

18. Tuesday, Nov 10, 2020, Tucker decompositions, graphical models: Notes, Slides, and Video.

19. Thursday, Nov 12 , 2020, Nonnegative matrix factorization: Notes and Video.

20. Tuesday, Nov 17, 2020, Nonnegative matrix and tensor factorization: Notes and Video.

21. Thursday, Nov 19, 2020, Nonnegative tensor factorization and total positivity: Notes and Video.

22. Tuesday, Nov 24, 2020, Linear Non-Gaussian Acyclic Models: Notes and Video.