diff --git a/Manifest.toml b/Manifest.toml
index 788e5354..dac05aec 100644
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -230,9 +230,9 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 
 [[NNlib]]
 deps = ["BinaryProvider", "Libdl", "LinearAlgebra", "Requires", "Statistics"]
-git-tree-sha1 = "755c0bab3912ff782167e1b4b774b833f8a0e550"
+git-tree-sha1 = "21a3c22bc197b6ae2f8d4d75631876e2b6506dbe"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.6.4"
+version = "0.6.5"
 
 [[NaNMath]]
 git-tree-sha1 = "928b8ca9b2791081dc71a51c55347c27c618760f"
@@ -361,11 +361,9 @@ version = "1.2.11+8"
 
 [[Zygote]]
 deps = ["DiffRules", "FFTW", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "3c65158c0aa0808cdfff8bca2a36430b038aad00"
-repo-rev = "master"
-repo-url = "https://github.com/FluxML/Zygote.jl.git"
+git-tree-sha1 = "f8329b595c465caf3ca87c4f744e6041a4983e43"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.4.7"
+version = "0.4.8"
 
 [[ZygoteRules]]
 deps = ["MacroTools"]
diff --git a/Project.toml b/Project.toml
index bd105730..a27d766b 100644
--- a/Project.toml
+++ b/Project.toml
@@ -44,6 +44,5 @@ IterTools = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
-
 [targets]
 test = ["Test", "Documenter", "IterTools", "LinearAlgebra"]
diff --git a/docs/Manifest.toml b/docs/Manifest.toml
deleted file mode 100644
index bf9d220a..00000000
--- a/docs/Manifest.toml
+++ /dev/null
@@ -1,89 +0,0 @@
-# This file is machine-generated - editing it directly is not advised
-
-[[Base64]]
-uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
-
-[[Dates]]
-deps = ["Printf"]
-uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
-
-[[Distributed]]
-deps = ["Random", "Serialization", "Sockets"]
-uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
-
-[[DocStringExtensions]]
-deps = ["LibGit2", "Markdown", "Pkg", "Test"]
-git-tree-sha1 = "0513f1a8991e9d83255e0140aace0d0fc4486600"
-uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.8.0"
-
-[[Documenter]]
-deps = ["Base64", "DocStringExtensions", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"]
-git-tree-sha1 = "c61d6eedbc3c4323c08b64af12d29c8ee0fcbb5f"
-uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-version = "0.23.2"
-
-[[InteractiveUtils]]
-deps = ["Markdown"]
-uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
-
-[[JSON]]
-deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "b34d7cef7b337321e97d22242c3c2b91f476748e"
-uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.0"
-
-[[LibGit2]]
-uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
-
-[[Logging]]
-uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
-
-[[Markdown]]
-deps = ["Base64"]
-uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
-
-[[Mmap]]
-uuid = "a63ad114-7e13-5084-954f-fe012c677804"
-
-[[Parsers]]
-deps = ["Dates", "Test"]
-git-tree-sha1 = "db2b35dedab3c0e46dc15996d170af07a5ab91c9"
-uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "0.3.6"
-
-[[Pkg]]
-deps = ["Dates", "LibGit2", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"]
-uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-
-[[Printf]]
-deps = ["Unicode"]
-uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
-
-[[REPL]]
-deps = ["InteractiveUtils", "Markdown", "Sockets"]
-uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
-
-[[Random]]
-deps = ["Serialization"]
-uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
-
-[[SHA]]
-uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
-
-[[Serialization]]
-uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
-
-[[Sockets]]
-uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
-
-[[Test]]
-deps = ["Distributed", "InteractiveUtils", "Logging", "Random"]
-uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
-
-[[UUIDs]]
-deps = ["Random", "SHA"]
-uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
-
-[[Unicode]]
-uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
diff --git a/docs/Project.toml b/docs/Project.toml
index dfa65cd1..1b9ab1f8 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -1,2 +1,5 @@
 [deps]
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
+
+[compat]
+Documenter = "0.24"
diff --git a/docs/make.jl b/docs/make.jl
index e42d8217..03fbf413 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -1,9 +1,3 @@
-using Pkg;
-Pkg.activate(joinpath(@__DIR__, "..")); Pkg.instantiate()
-Pkg.activate(); Pkg.instantiate()
-
-pushfirst!(LOAD_PATH, joinpath(@__DIR__, ".."))
-
 using Documenter, Flux, NNlib
 
 makedocs(modules=[Flux, NNlib],
@@ -30,4 +24,6 @@ makedocs(modules=[Flux, NNlib],
                                   analytics = "UA-36890222-9",
                                   prettyurls = haskey(ENV, "CI")))
 
-deploydocs(repo = "github.com/FluxML/Flux.jl.git")
+deploydocs(repo = "github.com/FluxML/Flux.jl.git",    
+           target = "build",
+           push_preview = true)
diff --git a/docs/src/models/nnlib.md b/docs/src/models/nnlib.md
index 9e570cb3..698a95ae 100644
--- a/docs/src/models/nnlib.md
+++ b/docs/src/models/nnlib.md
@@ -1,7 +1,9 @@
 # NNlib
+
 Flux re-exports all of the functions exported by the [NNlib](https://github.com/FluxML/NNlib.jl) package.
 
 ## Activation Functions
+
 Non-linearities that go between layers of your model. Note that, unless otherwise stated, activation functions operate on scalars. To apply them to an array you can call `σ.(xs)`, `relu.(xs)` and so on.
 
 ```@docs
@@ -19,19 +21,30 @@ NNlib.swish
 ```
 
 ## Softmax
+
 ```@docs
 NNlib.softmax
 NNlib.logsoftmax
 ```
 
 ## Pooling
+
 ```@docs
 NNlib.maxpool
 NNlib.meanpool
 ```
 
 ## Convolution
+
 ```@docs
 NNlib.conv
 NNlib.depthwiseconv
+```
+
+## Batched Operations
+
+```@docs
+NNlib.batched_mul
+NNlib.batched_mul!
+NNlib.batched_adjoint
 ```
\ No newline at end of file