diff --git a/M/MixtureDensityNetworks/Compat.toml b/M/MixtureDensityNetworks/Compat.toml
new file mode 100644
index 000000000000000..8ce345735706344
--- /dev/null
+++ b/M/MixtureDensityNetworks/Compat.toml
@@ -0,0 +1,7 @@
+[0]
+Distributions = "0.17-0.25"
+DocStringExtensions = "0.8-0.9"
+Flux = "0.13"
+Pipe = "1.3.0-1"
+ProgressLogging = "0.1"
+julia = "1.6.0-1"
diff --git a/M/MixtureDensityNetworks/Deps.toml b/M/MixtureDensityNetworks/Deps.toml
new file mode 100644
index 000000000000000..ed78fbbbdb449b3
--- /dev/null
+++ b/M/MixtureDensityNetworks/Deps.toml
@@ -0,0 +1,7 @@
+[0]
+Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
+DocStringExtensions = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
+Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
+Pipe = "b98c9c47-44ae-5843-9183-064241ee97a0"
+ProgressLogging = "33c8b6b6-d38a-422a-b730-caa89a2f386c"
+Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
diff --git a/M/MixtureDensityNetworks/Package.toml b/M/MixtureDensityNetworks/Package.toml
new file mode 100644
index 000000000000000..9e478fe44f183a4
--- /dev/null
+++ b/M/MixtureDensityNetworks/Package.toml
@@ -0,0 +1,3 @@
+name = "MixtureDensityNetworks"
+uuid = "521d8788-cab4-41cb-a05a-da376f16ad79"
+repo = "https://github.com/JoshuaBillson/MixtureDensityNetworks.jl.git"
diff --git a/M/MixtureDensityNetworks/Versions.toml b/M/MixtureDensityNetworks/Versions.toml
new file mode 100644
index 000000000000000..b8c2e0fb5806080
--- /dev/null
+++ b/M/MixtureDensityNetworks/Versions.toml
@@ -0,0 +1,2 @@
+["0.0.2"]
+git-tree-sha1 = "5cd25b86bfe42176d63351250c93cef70da320cd"
diff --git a/Registry.toml b/Registry.toml
index 474fbc8597bece8..30ac40314a8dc91 100644
--- a/Registry.toml
+++ b/Registry.toml
@@ -3004,6 +3004,7 @@ some amount of consideration when choosing package names.
 52145ff8-3717-48bc-b8ab-44d3704098ee = { name = "ScalarRadau", path = "S/ScalarRadau" }
 521615e9-e573-4eb2-bc7e-702d55c0bb95 = { name = "MusicXML", path = "M/MusicXML" }
 5218b696-f38b-4ac9-8b61-a12ec717816d = { name = "Configurations", path = "C/Configurations" }
+521d8788-cab4-41cb-a05a-da376f16ad79 = { name = "MixtureDensityNetworks", path = "M/MixtureDensityNetworks" }
 5224ae11-6099-4aaa-941d-3aab004bd678 = { name = "CompatHelperLocal", path = "C/CompatHelperLocal" }
 522f3ed2-3f36-55e3-b6df-e94fee9b0c07 = { name = "LibExpat", path = "L/LibExpat" }
 5231157d-7ae6-5dec-b9aa-3f65828037ac = { name = "Wells", path = "W/Wells" }