General minuscule improvements

src/data/cmudict.jl

@@ -27,7 +27,7 @@ end
 """
     phones()
 
-Return a `Vector` containing the phones used in the dataset.
+Return a `Vector` containing the phones used in the CMU Pronouncing Dictionary.
 """
 function phones()
   load()
@@ -38,7 +38,7 @@ end
 """
     symbols()
 
-Return a `Vector` containing the symbols used in the dataset.
+Return a `Vector` containing the symbols used in the CMU Pronouncing Dictionary.
 A symbol is a phone with optional auxiliary symbols, indicating for example the
 amount of stress on the phone.
 """

src/layers/normalise.jl

@@ -30,7 +30,7 @@ end
 """
     Dropout(p, dims = :)
 
-Dropout layer. In the forward pass, applies the [`Flux.dropout`](@ref) function on the input.
+Dropout layer. In the forward pass, apply the [`Flux.dropout`](@ref) function on the input.
 
 Does nothing to the input once [`Flux.testmode!`](@ref) is `true`.
 """

src/layers/recurrent.jl

@@ -48,7 +48,7 @@ Base.show(io::IO, m::Recur) = print(io, "Recur(", m.cell, ")")
 Reset the hidden state of a recurrent layer back to its original value.
 
 Assuming you have a `Recur` layer `rnn`, this is roughly equivalent to:
-```
+```julia
 rnn.state = hidden(rnn.cell)
 ```
 """