update diffphys code
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@@ -151,6 +151,9 @@ $$
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$$
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introduce scalar loss, always(!) scalar...
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(also called *cost* or *objective* function)
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distuingish: training, validation and (out of distribution!) test sets.
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Read chapters 6 to 9 of the [Deep Learning book](https://www.deeplearningbook.org),
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especially about [MLPs]https://www.deeplearningbook.org/contents/mlp.html and
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