Sci-ML-Book

Table of contents

In this interactive scientific machine learning book, I will include these contents:

1. Forward model with deep learning
   1. Operator learning
      1. Fourier Neural Operator
         1. Fourier Neural Operator for 1D burgers equation [Done]
      2. DeepONet
      3. Physics-informed neural network
   2. Purely data-driven methods
      1. U-Net
      2. ConvLSTM
      3. Transformer
      4. Graph Neural networks
2. Inverse model with deep learning
3. Data-driven discovery of governing equations

Find more at xiaoyuxie.top/Sci-ML-Book/intro.html.

Contact

If you are also interested in this field, please feel free to contact me by sending an email to xiaoyuxie2020@u.northwestern.edu.