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PreferredAI · Nov 3, 2023 · e41cb0c · e41cb0c
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diff --git a/docs/source/index.rst b/docs/source/index.rst
@@ -80,7 +80,7 @@ Quick Links
       :text-align: center
 
       :material-round:`create_new_folder;5em;sd-text-primary`
-      
+
       **Incorporate your Own Algorithm**
 
       Add your own models, datasets and metrics alongside Cornac's offerings to meet your needs.
@@ -100,9 +100,9 @@ Quick Links
       :columns: 12 6 6 6
       :padding: 2
       :text-align: center
-      
+
       :material-round:`article;5em;sd-text-primary`
-      
+
       **Contributing into Cornac**
 
       We welcome contributions.

diff --git a/docs/source/user/iamadeveloper.rst b/docs/source/user/iamadeveloper.rst
@@ -1,8 +1,6 @@
 Cornac for Developers
 =====================
 
-Introduction
-------------
 This document is intended for developers who want to use Cornac in their own
 projects and applications.
 
@@ -536,7 +534,6 @@ Cornac.
     You can also view the :doc:`/api_ref/models` documentation for more
     information about the models and its specific parameters.
 
-Others
 ------
 
 .. topic:: Are you a data scientist?

diff --git a/docs/source/user/iamaresearcher.rst b/docs/source/user/iamaresearcher.rst
@@ -1,8 +1,6 @@
 Cornac for Researchers
 ======================
 
-Introduction
-------------
 This document is intended to provide a quick introduction on how researchers
 like you could use Cornac to conduct recommender systems research.
 
@@ -969,8 +967,8 @@ you would like to add your own metric, you can do so by extending the
 View the add metric tutorial at
 https://github.com/PreferredAI/cornac/blob/master/tutorials/add_metric.md.
 
-Conclusion
-----------
+Let us know!
+------------
 We hope you find Cornac useful for your research. Please share with us on how
 you find Cornac useful, and feel free to reach out to us if you have any
 questions or suggestions.

diff --git a/docs/source/user/index.rst b/docs/source/user/index.rst
@@ -10,18 +10,17 @@ build, evaluate, and fine-tune recommender systems to meet your needs.
 
 .. toctree::
    :glob:
-   :maxdepth: 1
+   :maxdepth: 2
    :caption: Getting Started
 
    install
    quickstart
    iamadeveloper
-   example-foodrecce
    iamaresearcher
 
 .. toctree::
    :glob:
-   :maxdepth: 1
-   :caption: Additional Resources
+   :maxdepth: 2
+   :caption: Additional Examples
 
-   recommender_concepts
+   example-foodrecce