corrections

docs/source/pipeline.rst

@@ -115,7 +115,7 @@ Documentation
 Ingestion
 ~~~~~~~~~
 
-For more information on how to customize this step: `DataLoader Parameters <https://docs.vertica.com/latest/en/sql-reference/statements/create-statements/create-data-loader/#arguments>`__ and `Copy Parameters <https://docs.vertica.com/latest/en/sql-reference/statements/copy/>`__.
+For more information on how to customize this step: `DataLoader Parameters <https://docs.vertica.com/latest/en/sql-reference/statements/create-statements/create-data-loader/#arguments>`_  and `Copy Parameters <https://docs.vertica.com/latest/en/sql-reference/statements/copy/>`_ .
 
 .. code:: yaml
 
@@ -289,7 +289,7 @@ You may want to compute metrics for your newly created model. The results are st
 Scheduler
 ~~~~~~~~~
 
-For more information to on how to customize this step: `Cron Wiki <https://en.wikipedia.org/wiki/Cron>`__ and `Vertica Schedulers <https://docs.vertica.com/latest/en/sql-reference/statements/create-statements/create-schedule/>`__.
+For more information to on how to customize this step: `Cron Wiki <https://en.wikipedia.org/wiki/Cron>`_  and `Vertica Schedulers <https://docs.vertica.com/latest/en/sql-reference/statements/create-statements/create-schedule/>`_ .
 
 If you would like the ``ingestion`` or ``train`` steps to continously update on a set
 schedule use the ``schedule`` key. The schedule follows the cron format.

docs/source/vertica_documentation.rst

@@ -20,8 +20,12 @@ Vertica Documentation
         Documentation 1.0.x
     </div>
 
-Below are the links for relevant ** Vertica** documentation:
+Below are the links for relevant ``Vertica`` documentation:
 
+- `24.4.x <https://docs.vertica.com/24.4.x/en/>`_
+- `24.3.x <https://docs.vertica.com/24.3.x/en/>`_
+- `24.2.x <https://docs.vertica.com/24.2.x/en/>`_
+- `24.1.x <https://docs.vertica.com/24.1.x/en/>`_
 - `23.4.x <https://docs.vertica.com/23.4.x/en/>`_
 - `23.3.x <https://docs.vertica.com/23.3.x/en/>`_
 - `12.0.x <https://docs.vertica.com/12.0.x/en/>`_