Optimization for Machine Learning
M2 IASD Apprentissage, Université Paris Dauphine-PSL, 2024-2025
Aim of the course
Study the main optimization techniques used in machine learning and data science, as well as their underlying principles.
Course material
Lecture notes (updated regularly)
PDF
Board for lecture 1 (in French)
PDF
Board for lecture 2 (in French)
PDF
Tutorials and labs (in French)
Lab on gradient descent
Notebook
Exercises on gradient descent
PDF
Lab on stochastic gradient
Notebook
Exercises on stochastic gradient
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.