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Scientific Machine Learning

Welcome to Hands-on Scientific Machine Learning!

Part 1. Fourier Neural Operator

Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation
Hands-on tutorials - Fourier Neural Operator for 2D Example

Part 2. DeepONet (To be updated)

Hands-on tutorials - DeepONet for 1D burgers equation

Part 3. Physics-Informed Neural Networks (To be updated)

Hands-on tutorials - Physics-informed neural network for 1D burgers equation

Part 4. U-Net (To be updated)

Hands-on tutorials - Physics-informed neural network for 1D burgers equation

References

References

Colab

Repository
Open issue

.ipynb

Hands-on tutorials - Fourier Neural Operator for 2D Example

Hands-on tutorials - Fourier Neural Operator for 2D Example#

To be updated

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Hands-on tutorials - Fourier Neural Operator for 1D Burgers equation

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Hands-on tutorials - DeepONet for 1D burgers equation

By Xiaoyu Xie

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