diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index eb5b82f..cc14a9e 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -39,7 +39,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install sphinx sphinx-autodoc-typehints
+          pip install sphinx sphinx-autodoc-typehints sphinx_rtd_theme
           pip install -e .
 
       - name: Build documentation
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 21b0814..0f125df 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -4,6 +4,12 @@
 # Required
 version: 2
 
+# Set the OS, Python version, and other tools you might need
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.10"
+
 # Build documentation in the docs/ directory with Sphinx
 sphinx:
   configuration: docs/conf.py
@@ -17,7 +23,7 @@ formats:
   - pdf
 
 python:
-  version: 3.8
   install:
     - requirements: docs/requirements.txt
-    - {path: ., method: pip}
+    - method: pip
+      path: .
diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
index 3d98598..503206e 100644
--- a/CONTRIBUTING.rst
+++ b/CONTRIBUTING.rst
@@ -232,6 +232,56 @@ on PyPI_, the following steps can be used to release a new version for
    uploaded to PyPI_ correctly.
 
 
+Deploying Documentation to ReadTheDocs
+--------------------------------------
+
+This project is configured to work with `Read the Docs`_ for automatic
+documentation hosting. To deploy the documentation to ReadTheDocs.io, follow
+these steps:
+
+#. **Create a Read the Docs account**: Go to `readthedocs.org`_ and create an
+   account (you can sign up using your GitHub account).
+
+#. **Import your project**: After logging in, click on "Import a Project" and
+   select the ``XAI-Lib`` repository from your GitHub account. If you don't see
+   it, you may need to refresh your repository list or manually enter the
+   repository URL.
+
+#. **Configure the project**: Read the Docs will automatically detect the
+   ``.readthedocs.yml`` configuration file in the repository root. The
+   configuration specifies:
+
+   - Python version: 3.10
+   - Documentation builder: Sphinx
+   - Configuration file location: ``docs/conf.py``
+   - Additional formats: PDF
+
+#. **Build the documentation**: Once imported, Read the Docs will automatically
+   build the documentation. You can trigger manual builds from the project
+   dashboard.
+
+#. **Enable automatic builds**: By default, Read the Docs will build the
+   documentation on every push to the main branch. You can also configure
+   webhook integration for pull request previews.
+
+#. **Access your documentation**: After a successful build, your documentation
+   will be available at ``https://xai-lib.readthedocs.io/`` (or a similar URL
+   based on your project name).
+
+Additional configuration options include:
+
+- **Versioning**: Read the Docs can build documentation for multiple versions
+  (branches/tags) of your project.
+- **Custom domains**: You can configure a custom domain for your documentation.
+- **Notifications**: Set up build notifications for failures.
+
+For more information, see the `Read the Docs documentation`_.
+
+.. _Read the Docs: https://readthedocs.org/
+.. _readthedocs.org: https://readthedocs.org/
+.. _Read the Docs documentation: https://docs.readthedocs.io/en/stable/
+
+
 
 .. [#contrib1] Even though, these resources focus on open source projects and
    communities, the general ideas behind collaborating with other developers
diff --git a/docs/conf.py b/docs/conf.py
index c0cf6f9..0ae20d0 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -153,14 +153,14 @@
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
-html_theme = "alabaster"
+html_theme = "sphinx_rtd_theme"
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
 # documentation.
 html_theme_options = {
-    "sidebar_width": "300px",
-    "page_width": "1200px"
+    "navigation_depth": 4,
+    "collapse_navigation": False,
 }
 
 # Add any paths that contain custom themes here, relative to this directory.
diff --git a/docs/requirements.txt b/docs/requirements.txt
index ab7825a..98003bb 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -3,4 +3,4 @@
 # under `install_requires` in `setup.cfg` is also listed here!
 sphinx>=3.2.1
 sphinx-autodoc-typehints>=1.12.0
-# sphinx_rtd_theme
+sphinx_rtd_theme