Latest news

2024.01.22: Updated homework assignment.
2024.01.08: Homework assignment online.
2023.12.20: Fixed typo in solutions of exercise sheet 3+board for lecture 12.
2023.12.17: Solutions for exercise sheet 3.
2023.12.11: Solutions for exercise sheet 2.
2023.12.07: Corrected and updated questions in Exercise 3.2.
2023.12.06: Updated lecture notes.
2023.12.05: Board for lecture 11 online.
2023.12.03: Third exercise sheet online.
2023.11.27: Board for lecture 10 online.
2023.11.21: Board for lecture 9 online.
2023.11.14: Board for lecture 8 online.
2023.11.07: Board for lecture 7 online.
2023.11.06: Revised Exercise 1.7 (exercise sheet 1).
2023.11.02: Solutions for exercise sheet 1.
2023.11.01: Boards for lectures 5 and 6, lecture notes update+exercise sheet 2 update.
2023.10.29: Updated lecture notes with full chapter 2+exercise sheet 2.
2023.10.26: Updated lecture notes with contents of lecture 5.
2023.10.03: Fourth board online.
2023.09.28: Third board online.
2023.09.26: Updated lecture notes, added hints to exercise sheet 1.
2023.09.19: Second board online, updated lecture notes.
2023.09.18: First board online, updated lecture notes.
2023.09.18: Exercises for Chapter 1 online.
2023.09.11: First version of the lecture notes.
2023.09.01: Course webpage for 2023-2024 online.

Instructors

Julien Lesca (Tutorials)
julien.lesca@lamsade.dauphine.fr

Clément Royer (Lectures/Tutorials)
clement.royer@lamsade.dauphine.fr

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Mathematics for Data Science

M1 IDD, Université Paris Dauphine-PSL, 2023-2024

Aim of the course

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

Homework (Deadline: February 11, 2024)

     Assignment PDF

Lecture material

     Lecture notes (updated regularly) 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
     Board for lecture 9 PDF
     Board for lecture 10 PDF
     Board for lecture 11 PDF
     Board for lecture 12 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 with solutions) 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.