diff --git a/docs/source/conf.py b/docs/source/conf.py
index 579e2a637..edfb3c9ad 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -60,12 +60,16 @@
     "imported-members",
 ]
 autodoc_typehints = "description"
+autoapi_own_page_level = "function"
+suppress_warnings = ["autoapi.python_import_resolution"]
+autoapi_add_toctree_entry = False
 
 # -- Options for HTML output -------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
 
-html_theme = "alabaster"
+html_theme = "pydata_sphinx_theme"
 html_static_path = ["_static"]
+nbsphinx_execute = "always"
 
 todo_include_todos = True
 
diff --git a/docs/source/index.rst b/docs/source/index.rst
index c41e2cac7..48f8a0957 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -23,14 +23,35 @@ Example of building an intent classifier in a couple of lines of code:
    pipeline.fit(dataset)
    pipeline.predict(["Hello, World!"])
 
-We recommend you to begin your exploration of our library from the :doc:`quickstart` page.
+Documentation Contents
+----------------------
 
-.. toctree::
-   :maxdepth: 1
-   :caption: Contents:
+:doc:`quickstart`
+.................
 
-   quickstart
-   concepts
-   tutorials
-   guides/index
-   learn/index
+It is recommended to begin with the :doc:`quickstart` page. It contains overview of our capabilities.
+
+:doc:`concepts`
+...............
+
+This page contains basic information about the terms and concepts we use throughout our documentation.
+
+:doc:`tutorials`
+................
+
+Newbie-friendly information on how to perform different tasks using our library.
+
+:doc:`guides/index`
+...................
+
+Some advanced information
+
+:doc:`learn/index`
+..................
+
+Some theoretical background
+
+:doc:`API Reference <autoapi/autointent/index>`
+...............................................
+
+lotta stuff