diff --git a/docs/make.jl b/docs/make.jl
index 157df9a7..df38064e 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -37,7 +37,6 @@ makedocs(
                 "Mutagenesis" => "datasets/Mutagenesis.md",
                 "Titanic" => "datasets/Titanic.md",
             ],
-            
             "Text" => Any[
                 "PTBLM" => "datasets/PTBLM.md",
                 "UD_English" => "datasets/UD_English.md",
@@ -52,9 +51,11 @@ makedocs(
 
         ],
         "Utils" => "utils.md",
+        "Data Containers" => "containers/overview.md",
         "LICENSE.md",
     ],
-    strict = true
+    strict = true,
+    checkdocs = :exports
 )
 
 
diff --git a/docs/src/containers/overview.md b/docs/src/containers/overview.md
new file mode 100644
index 00000000..c6a7528f
--- /dev/null
+++ b/docs/src/containers/overview.md
@@ -0,0 +1,14 @@
+# Dataset Containers
+
+MLDatasets.jl contains several reusable data containers for accessing datasets in common storage formats. This feature is a work-in-progress and subject to change.
+
+```@docs
+FileDataset
+TableDataset
+HDF5Dataset
+Base.close(::HDF5Dataset)
+JLD2Dataset
+Base.close(::JLD2Dataset)
+CachedDataset
+MLDatasets.make_cache
+```