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Update index.md
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docs/src/index.md

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@@ -46,14 +46,15 @@ pkg> add NeuralOperators
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```julia
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model = Chain(
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# project finite-dimensional data to infinite-dimensional space
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# lift (d + 1)-dimensional vector field to n-dimensional vector field
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# here, d == 1 and n == 64
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Dense(2, 64),
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# operator projects data between infinite-dimensional spaces
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# map each hidden representation to the next by integral kernel operator
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FourierOperator(64=>64, (16, ), gelu),
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FourierOperator(64=>64, (16, ), gelu),
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FourierOperator(64=>64, (16, ), gelu),
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FourierOperator(64=>64, (16, )),
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# project infinite-dimensional function to finite-dimensional space
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# project back to the scalar field of interest space
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Dense(64, 128, gelu),
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Dense(128, 1),
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flatten

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