diff --git a/docs/index.md b/docs/index.md
index 9292390..74b3d43 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -29,10 +29,10 @@ cd dist-keras
 pip install -e .
 ```
 
-## Architecture
-
 ## Getting Started
 
+After the installation process is complete, you can start exploring the functionality by browsing the examples. We have also prepared a notebook which basically compares the different distributed optimizers with each other. This notebook is located at `examples/experiment.ipynb`. However, other examples are also provided which show you how to use the different distributed optimizers with Apache Spark for distributed pre-processing.
+
 ## References
 
 * Zhang, S., Choromanska, A. E., & LeCun, Y. (2015). Deep learning with elastic averaging SGD. In Advances in Neural Information Processing Systems (pp. 685-693).
diff --git a/docs/optimizers.md b/docs/optimizers.md
new file mode 100644
index 0000000..68bfaee
--- /dev/null
+++ b/docs/optimizers.md
@@ -0,0 +1 @@
+# Optimizers
diff --git a/mkdocs.yml b/mkdocs.yml
index ace6155..48dd491 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -7,8 +7,8 @@ site_url: 'http://dist-keras.joerihermans.com'
 # Page definitions.
 pages:
 - Home: index.md
+- Optimizers: optimizers.md
 - License: license.md
-
 # Documentation and theme configuration
 theme: material
 docs_dir: 'docs'
@@ -16,7 +16,6 @@ markdown_extensions:
 - admonition
 extra:
     version: '0.1.0'
-    logo: 'images/logo.png'
     palette:
         primary: 'grey'
         accent: 'light blue'