unified caps of headings
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@@ -14,7 +14,7 @@ name: physloss-overview
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Physical losses typically combine a supervised loss with a combination of derivatives from the neural network.
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```
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## Using Physical Models
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## Using physical models
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We can improve this setting by trying to bring the model equations (or parts thereof)
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into the training process. E.g., given a PDE for $\mathbf{u}(\mathbf{x},t)$ with a time evolution,
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