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Sep 24, 2025
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Update index.rst to include a link to an introductory course #2020

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1451aef
Update index.rst
fperiago Aug 16, 2025
fc341e5
Added Tutorial section to research.rst
fperiago Sep 22, 2025
64989ff
fixing typo at the end
fperiago Sep 24, 2025
16d3f1e
fixt typo in index.rst
fperiago Sep 24, 2025
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2 changes: 1 addition & 1 deletion docs/index.rst
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Expand Up @@ -29,7 +29,7 @@ DeepXDE

DeepXDE supports five tensor libraries as backends: TensorFlow 1.x (``tensorflow.compat.v1`` in TensorFlow 2.x), TensorFlow 2.x, PyTorch, JAX, and PaddlePaddle. For how to select one, see `Working with different backends <https://deepxde.readthedocs.io/en/latest/user/installation.html#working-with-different-backends>`_.

**Documentation**: `ReadTheDocs <https://deepxde.readthedocs.io/>`_
**Documentation**: `ReadTheDocs <https://deepxde.readthedocs.io>`_

.. image:: images/pinn.png

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5 changes: 5 additions & 0 deletions docs/user/research.rst
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Expand Up @@ -650,3 +650,8 @@ Multi-fidelity NN

#. L\. Lu, M. Dao, P. Kumar, U. Ramamurty, G. Karniadakis, & S. Suresh. `Extraction of mechanical properties of materials through deep learning from instrumented indentation <https://doi.org/10.1073/pnas.1922210117>`_. *Proceedings of the National Academy of Sciences*, 117(13), 7052--7062, 2020.
#. X\. Meng, & G. Karniadakis. `A composite neural network that learns from multi-fidelity data: Application to function approximation and inverse PDE problems <https://doi.org/10.1016/j.jcp.2019.109020>`_. *Journal of Computational Physics*, 401, 109020, 2020.

Tutorial
--------

#. `An introductory course to PINNs and DeepONet <https://github.com/fperiago/pinn_deeponet_for_beginners>`_
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