PHYS-642: Statistical physics for optimization & learningThis course covers the statistical physics approach to computer science problems, with an emphasis on heuristic & rigorous mathematical technics, ranging from graph theory and constraint satisfaction to inference to machine learning, neural networks and st ...
MATH-476: Optimal transportThe first part is devoted to Monge and Kantorovitch problems, discussing the existence and the properties of the optimal plan. The second part introduces the Wasserstein distance on measures and develops applications of optimal transport to PDEs, functiona ...
PHYS-101(en): Physique générale : mécanique (anglais)Students will learn the principles of mechanics to enable a better understanding of physical phenomena, such as the kinematics and dyamics of point masses and solid bodies. Students will acquire the capacity to quantitatively analyze these effects with the ...
PHYS-467: Machine learning for physicistsMachine learning and data analysis are becoming increasingly central in sciences including physics. In this course, fundamental principles and methods of machine learning will be introduced and practised. ...
HUM-446: Governing global migration IThis course examines key areas of contemporary migration politics in a historical perspective, such as refugee protection, border security, and regional integration. It also trains students in methods of documentary research. ...
AR-401(f): Studio MA1 (FAR)L'architecture de l'aide humanitaire urbaine sera explorée à travers la conception d'espaces pour réfugiés répondant aux environnements urbains complexes du conflit en Syrie, en utilisant des approches stratégiques de remplissage, d'extension et d'adaptati ...