What I do
- Apply ML to scientific problems
- Build surrogate models
- Combine simulation with learning
- Accelerate scientific computing
When to use me
When applying ML to scientific computing or simulation.
Key Concepts
- Surrogate models
- Reduced order modeling
- Emulators
- Bayesian optimization
- Uncertainty quantification
- Digital twins
- HPC integration