Outline and Schedule

Schedule and Outline of the Tutorial

1. Introduction to Differential Equations (14:00 - 15:15)
   • What are Differential Equations
   • Solving Differential Equations
   • Differential Equations in Real life
2. Neural Networks for Solving Differential Equations (15:15 - 16:30)
   • Challenges of Numerical Methods
   • Physics-Informed Neural Networks
   • Hands-on with the DeepXDE Library
3. Neural Networks for Modelling Differential Equations (17:00 - 17:30)
   • Challenges on Differential Equations Formulation for Describing Real-world Systems
   • Neural Ordinary Differential Equations
   • Hands-on with the Torchdiffeq Library
4. Wrap-up (17:30 - 17:45)
   • Physics-Informed Neural Networks versus Neural Ordinary Differential Equations
   • What’s Next?