├── .gitignore ├── .ipynb_checkpoints └── 0-FNO-checkpoint.ipynb ├── DeepONet └── DeepONet-1D │ └── DeepONet-1D.ipynb ├── FNO ├── FNO-1D │ ├── FNO-1D.ipynb │ └── __pycache__ │ │ └── utilities3.cpython-39.pyc └── FNO-2D │ └── FNO-2D.ipynb ├── Notes.md ├── PINN └── PINN-1D │ └── PINN-1D.ipynb ├── README.md ├── U-Net └── U-Net-2D │ └── UNet-2D.ipynb ├── _config.yml ├── _toc.yml ├── intro.md ├── references.bib ├── references.md └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- 1 | lightning_logs 2 | *.ckpt 3 | results 4 | dataset 5 | _build -------------------------------------------------------------------------------- /.ipynb_checkpoints/0-FNO-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/.ipynb_checkpoints/0-FNO-checkpoint.ipynb -------------------------------------------------------------------------------- /DeepONet/DeepONet-1D/DeepONet-1D.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/DeepONet/DeepONet-1D/DeepONet-1D.ipynb -------------------------------------------------------------------------------- /FNO/FNO-1D/FNO-1D.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/FNO/FNO-1D/FNO-1D.ipynb -------------------------------------------------------------------------------- /FNO/FNO-1D/__pycache__/utilities3.cpython-39.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/FNO/FNO-1D/__pycache__/utilities3.cpython-39.pyc -------------------------------------------------------------------------------- /FNO/FNO-2D/FNO-2D.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/FNO/FNO-2D/FNO-2D.ipynb -------------------------------------------------------------------------------- /Notes.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/Notes.md -------------------------------------------------------------------------------- /PINN/PINN-1D/PINN-1D.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/PINN/PINN-1D/PINN-1D.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/README.md -------------------------------------------------------------------------------- /U-Net/U-Net-2D/UNet-2D.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/U-Net/U-Net-2D/UNet-2D.ipynb -------------------------------------------------------------------------------- /_config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/_config.yml -------------------------------------------------------------------------------- /_toc.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/_toc.yml -------------------------------------------------------------------------------- /intro.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/intro.md -------------------------------------------------------------------------------- /references.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/xiaoyuxie-vico/Sci-ML-Book/HEAD/references.bib -------------------------------------------------------------------------------- /references.md: -------------------------------------------------------------------------------- 1 | # References 2 | 3 | ```{bibliography} 4 | :style: unsrt 5 | ``` -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | jupyter-book 2 | matplotlib 3 | numpy 4 | --------------------------------------------------------------------------------