Latest news

2024.11.22: Board lecture 8.
2024.11.20: Updated exercises chapter 3.
2024.11.19: Board lecture 7+updated homework, solutions to exercise sheet 2+exercise sheet 3.
2024.11.13: Added exercise chapter 2+homework assignment.
2024.11.08: Updated lecture notes+board lecture 6.
2024.10.30: Updated lecture notes+exercises chapter 2 (related to strict convexity).
2024.10.25: Updated lecture notes+board lecture 5.
2024.10.21: Updated lecture notes+board lecture 4+exercises chapter 2.
2024.09.27: Updated lecture notes+board lecture 3.
2024.09.20: Board from lecture 2.
2024.09.17: Updated last exercise from Chapter 1.
2024.09.13: First version of lecture notes, board from the first lecture and exercises for chapter 1.
2024.09.09: Course webpage for 2024-2025 online.

Instructors

Gil Puig i Surroca
gil.puig-i-surroca@dauphine.eu

Clément Royer (Head of the course)
clement.royer@lamsade.dauphine.fr

Back to the general teaching page

Mathematics for Data Science

M1 IDD, Université Paris Dauphine-PSL, 2024-2025

Aim of the course

Study the mathematical aspects of data science, particularly those involving optimization and statistics.

Homework (Deadline: February 7, 2025)

Assignment (updated Nov. 19) PDF

Lecture material

     Lecture notes (updated Nov.8) PDF
     Board for lecture 1 PDF
     Board for lecture 2 PDF
     Board for lecture 3 PDF
     Board for lecture 4 PDF
     Board for lecture 5 PDF
     Board for lecture 6 PDF
     Board for lecture 7 PDF
     Board for lecture 8 PDF

Tutorial material

     Exercises for the first chapter (updated with solutions) PDF
     Exercises for the second chapter (updated with solutions) PDF
     Exercises for the third chapter (updated) PDF

Materials on this page are available under Creative Commons CC BY-NC 4.0 license.
La version française de cette page se trouve ici.