Objectives
The objective of this course is to provide students the basic knowledge of mathematical tools that they will often encountered in machine learning and data science. The emphasis will be more on the « practical » understanding of the algorithms rather than the detailed analysis of the rather sophisticated mathematical tools beyond the scene.
Syllabus
Numerical linear algebra
-
- matrix, vector spaces, determinants,
- Eigenvalue decomposition,
- Singular value decomposition
Langue du cours : Anglais
- Teaching coordinator: Breuil Luce
- Teaching coordinator: Haegeman Ward
- Teaching coordinator: Mackowiak Pierre
- Teaching coordinator: Nabet Flore
- Teaching coordinator: Noble--Bourillot Maxence
- Teaching coordinator: Philippenko Constantin
- Teaching coordinator: Rakotomalala Matthias
- Teaching coordinator: Van Biesbroeck Antoine