fix docs
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@ -30,8 +30,8 @@ GRU
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Flux.Recur
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```
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## Hipster Layers
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These are marginally more obscure layers that you probably haven't heard of.
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## Esoteric Layers
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These are marginally more obscure layers.
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```@docs
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MaxOut
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@ -152,8 +152,8 @@ end
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Constructs a MaxOut layer over `n_alts` instances of the layer given by `f`.
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All other arguements (`args` & `kwargs`) are passed to the constructor `f`.
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For example the followeExample usage
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will construct a MaxOut layer over 4 dense linear layers,
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For example the following example which
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will construct a `MaxOut` layer over 4 dense linear layers,
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each identical in structure (784 inputs, 128 outputs).
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```julia
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insize = 784
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