M11441 Mathematical Artificial Intelligence

Syllabus

Website

Weekly Plan and Materials 

• Week 1 (2026.02.27): 228 Peace Memorial Day compensation

• Week 2:

  • Example: Application of TDA methods on medical image analysis [Link]

• Week 3:

• Week 4:

  • Google Colab [Website]

• Week 5:

  • Google Colab [Website]

• Week 6:

• Week 7 (2026.04.10):

  • Google Colab [Website]

• Week 8 (2026.04.16):

  • (by Mathilde Papillon) Introduction to topological deep learning: https://www.youtube.com/watch?v=N67GABKImZA

• Week 9 (2026.04.24):

  • Google Colab: MLP demonstration [Website]

  • Google Colab: MLP demonstration (version 2) [Website]

  • Data for the MLP demonstration [Website]

• Week 10 (2026.05.01): International Workers' Day

• Week 11 (2026.05.08): 

  • Slides (draft) [Website]

Course Resources

• Websites

  • ISIC Project: https://www.isic-archive.com/

  • MICCAI 2026: https://conferences.miccai.org/2026/en/default.asp 

• Textbooks and lecture notes:

  •