MATH3340 - Mathematics of Machine Learning - 2024/25

Announcement

• chap1 (updated) [Download file]
• chap2 [Download file]
• chap3 [Download file]
• chap4 [Download file]

General Information

Lecturer

• Bangti Jin
  • Office: LSB 215
  • Email:

Teaching Assistant

• Tianhao Hu
  • Office: LSB 222A
  • Email:
• Ziyang Xu
  • Office: LSB G08
  • Email:

Time and Venue

• Lecture: LSB LT3, Mo 12:30PM - 2:15PM
• Tutorial: LSB LT2, Th 1:30PM - 2:15PM

Textbooks

• Francis Bach. Learning theory from first principle. MIT Press, 2024 (https://www.di.ens.fr/~fbach/ltfp_book.pdf)
• Shai Shalev-Shwartz, Shai Ben-David. Understanding machine learning. Cambridge University Press, 2014