Fix more cross-references

docs/src/api/reference.md

@@ -9,6 +9,9 @@ Modules = [Metalhead]
 ```
 
 ```@docs
+Metalhead.create_classifier
 Metalhead.squeeze_excite
 Metalhead.LayerScale
+Metalhead.DropBlock
+Metalhead.StochasticDepth
 ```

docs/src/tutorials/quickstart.md

@@ -4,7 +4,7 @@
 using Flux, Metalhead
 ```
 
-Using a model from Metalhead is as simple as selecting a model from the table of [available models](@ref). For example, below we use the pre-trained ResNet-18 model.
+Using a model from Metalhead is as simple as selecting a model from the table of [available models](@ref API-Reference). For example, below we use the pre-trained ResNet-18 model.
 ```julia
 using Flux, Metalhead
 

src/convnets/builders/mbconv.jl

@@ -6,7 +6,7 @@
 
 Creates a block builder for `irblockfn` within a given stage.
 Note that this function is not intended to be called directly, but instead passed to
-[`mbconv_stage_builder`](@ref) which will return a builder over all stages.
+[`Metalhead.mbconv_stage_builder`](@ref) which will return a builder over all stages.
 Users wanting to provide a custom inverted residual block type can extend this
 function by defining `invresbuilder(::typeof(my_block), ...)`.
 """

src/utilities.jl

@@ -15,8 +15,6 @@ end
 Convenience function for applying an activation function to the output after
 summing up the input arrays. Useful as the `connection` argument for the block
 function in [`resnet`](@ref).
-
-See also [`reluadd`](@ref).
 """
 addact(activation = relu, xs...) = activation(sum(xs))
 
@@ -26,8 +24,6 @@ addact(activation = relu, xs...) = activation(sum(xs))
 Convenience function for adding input arrays after applying an activation
 function to them. Useful as the `connection` argument for the block function in
 [`resnet`](@ref).
-
-See also [`addrelu`](@ref).
 """
 actadd(activation = relu, xs...) = sum(activation.(x) for x in xs)