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SINDy and Loss Regularization
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Classroom Contents
Crafting a Physics-Informed Loss Function for AI/ML in Physics - Part 4
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- 1 Intro
- 2 Case Study: Fluid Velocity & Navier-Stokes
- 3 Case Study: Incompressible Flows & Poisson
- 4 Case Study: Lagrangian Neural Networks & Euler-Lagrange
- 5 Sparse Loss and the L1 Norm
- 6 Case Study: SINDy + AutoEncoder
- 7 SINDy and Loss Regularization
- 8 Parsimonious Modeling
- 9 Equivariant Loss
- 10 Outro
