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Dimension Reduction

Tackling the Curse of Dimensionality

Perform data-driven dimension reduction with the equadratures package. Upload your own data or try an example dataset!

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Rapid CFD

Rapid Flowfield Predictions

Exploit polynomial ridge functions for design exploration and rapid flowfield estimation of an airfoil. Predictive accuracy is competitive with a state-of-the-art convolutional neural network.

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Rapid CFD

Polynomial Regression Trees

Fit PRTrees to your data. These combine decision trees and polynomials to form a new supervised machine learning model with a high degree of interpretability.

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