Slides CISM

Slides for the 4.5-hours course at https://cism.it/en/activities/courses/C2515/

Lecture notes: Link to heading

• Lecture 1: Introduction to the Mathematics of Deep Learning SLIDES
• Lecture 2: Neural Networks as Dynamical Systems: Hamiltonian and 1-Lipschitz Networks SLIDEs
• Lecture 3: Physics Informed Neural Networks and Operator Learning SLIDEs

Additional material: Link to heading

• My PhD Thesis where there is some more background and other constrained neural networks are discussed: PhD Thesis
• The lecture notes of a 16-hours course I thought at the University of Cambridge, where some of these topics are more extensively discussed: NOTES