Special Topics in Numerical Analysis
- Neural Networks
- Introduction to Ordinary Differential Equations
- Introduction to Partial Differential Equations
- Solving Differential Equations Using Neural Networks
- Residual Neural Networks (ResNets)
- Solving Differential Equations with Physics-Informed Neural Networks (PINNs)
- Operator Networks
- Parameter Estimation Using Statistical Methods and PINNs
- Data-Driven