This one-day course will cover theoretical concepts associated with physics-informed neural networks and neural operators. Subsequently, these methods will be used to solve geophysical forward and inverse problems, followed by emerging research trends related to the topic.

The following topics will be covered during this short course:
• Introduction to PINNs
• PINNs for solving forward and inverse problems in Geophysics
• Introduction to Neural Operators
• Solution of forward and inverse problems using neural operators
• Physics-informed Neural Operators
• Emerging trends in Scientific Machine Learning