diff --git a/docs/source/data/hazelnut_toy.rst b/docs/source/data/hazelnut_toy.rst
new file mode 100644
index 0000000000..139147db96
--- /dev/null
+++ b/docs/source/data/hazelnut_toy.rst
@@ -0,0 +1,37 @@
+Hazelnut Toy
+============
+
+You can download the toy hazelnut dataset from :download:`here <./hazelnut_toy.zip>`. Distributed under CC-BY-4.0 license.
+
+
+.. list-table::
+    :class: borderless
+
+    * - .. figure:: ../images/datasets/hazelnut_toy/good.jpg
+            :scale: 25 %
+
+            Example Good Image
+
+.. list-table::
+    :class: borderless
+
+    * - .. figure:: ../images/datasets/hazelnut_toy/colour.jpg
+            :scale: 25 %
+
+            Example Colour Defect
+
+      - .. figure:: ../images/datasets/hazelnut_toy/colour_mask.jpg
+             :scale: 25 %
+
+             Example Mask of Colour Defect
+
+
+    * - .. figure:: ../images/datasets/hazelnut_toy/crack.jpg
+            :scale: 25 %
+
+            Example Crack Defect
+
+      - .. figure:: ../images/datasets/hazelnut_toy/crack_mask.jpg
+           :scale: 25 %
+
+           Example Mask of Crack Defect
diff --git a/docs/source/data/hazelnut_toy.zip b/docs/source/data/hazelnut_toy.zip
new file mode 100644
index 0000000000..f9d47d8268
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diff --git a/docs/source/guides/developing_on_docker.rst b/docs/source/guides/developing_on_docker.rst
index 5ed004054b..c2f01e28fb 100644
--- a/docs/source/guides/developing_on_docker.rst
+++ b/docs/source/guides/developing_on_docker.rst
@@ -3,7 +3,7 @@
 Developing on Docker
 ======================
 
-.. note:: 
+.. note::
 	You need a CUDA-capable GPU with suitable drivers installed
 
 1. Install `Docker <https://docs.docker.com/engine/install/>`_
@@ -42,10 +42,10 @@ This creates an interactive bash session inside the Docker container, in which y
 
 The source code is mapped into the running container by means of the `-v "$(pwd)":/anomalib` parameter. This facilitates changes to the source code without having to rebuild the Docker image.
 
-.. note:: 
+.. note::
 	To forward graphical output of the Docker container to the host operating system, you have to disable access control of the host's X11 server. To this end, execute the shell command `xhost +` on the host.
-	
-	
+
+
 Using VSCode
 ============
 
diff --git a/docs/source/images/datasets/hazelnut_toy/colour.jpg b/docs/source/images/datasets/hazelnut_toy/colour.jpg
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diff --git a/docs/source/images/datasets/hazelnut_toy/crack_mask.jpg b/docs/source/images/datasets/hazelnut_toy/crack_mask.jpg
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diff --git a/docs/source/images/datasets/hazelnut_toy/good.jpg b/docs/source/images/datasets/hazelnut_toy/good.jpg
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diff --git a/docs/source/index.rst b/docs/source/index.rst
index e61e29a998..641e5ff045 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,8 +1,3 @@
-.. Anomalib documentation master file, created by
-   sphinx-quickstart on Sat Jul 31 09:38:12 2021.
-   You can adapt this file completely to your liking, but it should at least
-   contain the root `toctree` directive.
-
 Welcome to Anomalib's documentation!
 ====================================
 
@@ -51,6 +46,12 @@ This repository as been tested on
    guides/using_tox
    guides/using_pre_commit
 
+.. toctree::
+   :maxdepth: 1
+   :caption: Datasets
+
+   data/hazelnut_toy
+
 .. toctree::
    :maxdepth: 1
    :caption: Research