misc updates
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@@ -15,7 +15,7 @@ advantages such as improved learning feedback and generalization, as we'll outli
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In contrast to physics-informed loss functions, it also enables handling more complex
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solution manifolds instead of single inverse problems. Thus instead of using deep learning
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to solve single inverse problems, we'll show how to train ANNs that solve
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to solve single inverse problems, we'll show how to train NNs that solve
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larger classes of inverse problems very quickly.
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```{figure} resources/diffphys-shortened.jpg
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