diff --git a/GraphNeuralNetworks/docs/Project.toml b/GraphNeuralNetworks/docs/Project.toml
index ae13fe2db..f317ed97f 100644
--- a/GraphNeuralNetworks/docs/Project.toml
+++ b/GraphNeuralNetworks/docs/Project.toml
@@ -1,12 +1,21 @@
 [deps]
+CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
 DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 GNNGraphs = "aed8fd31-079b-4b5a-b342-a13352159b8c"
 GNNlib = "a6a84749-d869-43f8-aacc-be26a1996e48"
+GraphMakie = "1ecd5474-83a3-4783-bb4f-06765db800d2"
 GraphNeuralNetworks = "cffab07f-9bc2-4db1-8861-388f63bf7694"
 Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
+Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+PlutoStaticHTML = "359b1769-a58e-495b-9770-312e911026ad"
+PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
+TSne = "24678dba-d5e9-5843-a4c6-250288b04835"
+cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
diff --git a/GraphNeuralNetworks/docs/make_tutorials.jl b/GraphNeuralNetworks/docs/make_tutorials.jl
index f87f5c14c..5091a696f 100644
--- a/GraphNeuralNetworks/docs/make_tutorials.jl
+++ b/GraphNeuralNetworks/docs/make_tutorials.jl
@@ -1 +1,35 @@
-# TODO
\ No newline at end of file
+using PlutoStaticHTML
+
+function move_tutorials(source, dest)
+    files = readdir(source)
+
+    for file in files
+        if endswith(file, ".md")
+            mv(joinpath(source, file), joinpath(dest, file); force = true)
+        end
+    end
+end
+
+# Build intro tutorials
+bopt = BuildOptions("src_tutorials/introductory_tutorials";
+    output_format = documenter_output, use_distributed = false)
+
+build_notebooks(bopt,
+    ["gnn_intro_pluto.jl", "node_classification_pluto.jl", "graph_classification_pluto.jl"],
+    OutputOptions()
+)
+
+move_tutorials("src_tutorials/introductory_tutorials/", "src/tutorials/")
+
+# Build temporal tutorials
+bopt_temp = BuildOptions("src_tutorials/temporalconv_tutorials/";
+    output_format = documenter_output, use_distributed = false)
+
+build_notebooks(
+    BuildOptions(bopt_temp;
+        output_format = documenter_output),
+    ["temporal_graph_classification_pluto.jl", "traffic_prediction.jl"],
+    OutputOptions()
+)
+
+move_tutorials("src_tutorials/temporalconv_tutorials/", "src/tutorials/")
\ No newline at end of file