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AI Surrogate Models in Engineering on AWS

Tools to develop and use ML predictive models as surrogates for physics-based simulations.

Useful Links

Install
Quickstart KPI
Quickstart Slices
Quickstart Surfaces
Troubleshooting

Install
Quickstart with KPI Prediction
Quickstart with Surface Variable Prediction
Quickstart with Slice Prediction
Troubleshooting

KPI Prediction Tutorial
Surface Variable Prediction Tutorial
Slice Prediction Tutorial

AhmedML Dataset
WindsorML Dataset
DrivAerML Dataset

Model User Guide – KPI Prediction
Model User Guide – Surface Variable Prediction
Model User Guide – Slice Prediction
Using the MLSimKit SDK Interactively (Notebooks, IPython)
Tracking Experiments and Results with MLFLow

Code Structure and Concepts
Learning Module (mlsimkit.learn)
Creating Custom CLI Commands

MLSimKit SDK API

Related Topics

Documentation overview

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