Machine learning for optimization
M2 MODO, Université Paris Dauphine-PSL, 2025-2026
Aim of the course
Review successful use of machine learning techniques in optimization solvers.
Course material
Session 1 (Introduction)
Virtual board for session 1 (Networks+Automatic differentiation)
PDF
Illustration notebook (Blackbox optimization)
ZIP
Session 2 (Implicit layers)
Introductory slides
PDF
Notebook
ZIP
Solution version
ZIP
Session 3 (Unfolded solvers)
Introductory slides
PDF
Notebook
ZIP
Notebook
ZIP
Session 4 (Graph neural networks)
Notebook
ZIP
Notebook
ZIP
Materials on this page are available under Creative Commons
CC BY-NC 4.0 license.
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