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Update loss_surface.md
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@@ -68,3 +68,5 @@ When your loss is a product of factors A*B and one factor can be near zero:
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```
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General principle: if you want gradient to flow independently through two factors, decompose multiplicatively in log space.
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You can also design surrogate losses that are better behaved but move in the right direction in a better behaved well.
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