diff --git a/python/docs/source/getting_started/installation.rst b/python/docs/source/getting_started/installation.rst
index a2de0b2e2c9f4..9248db402c8ce 100644
--- a/python/docs/source/getting_started/installation.rst
+++ b/python/docs/source/getting_started/installation.rst
@@ -75,7 +75,7 @@ Note that `PySpark at Conda <https://anaconda.org/conda-forge/pyspark>`_ is avai
 Official Release Channel
 ------------------------
 
-Different flavors of PySpark is available in the `official release channel <https://spark.apache.org/downloads.html>`_.
+Different flavors of PySpark is available in the `official release channel <https://spark.apache.org/downloads.html>`__.
 Any suitable version can be downloaded and extracted as below:
 
 .. code-block:: bash
@@ -97,7 +97,7 @@ Installing from Source
 
 To install PySpark from source, refer to `Building Spark <https://spark.apache.org/docs/latest/building-spark.html>`_.
 
-Refer to `Official Release Channel <#official-release-channel>`_ for steps to define ``PYTHONPATH``. 
+Refer to `Official Release Channel <#official-release-channel>`__ for steps to define ``PYTHONPATH``. 
 
 Dependencies
 ------------
@@ -111,4 +111,4 @@ Package       Minimum supported version Note
 ============= ========================= ================
 
 **Note**: PySpark requires Java 8 or later with ``JAVA_HOME`` properly set.  
-If using JDK 11, set ``-Dio.netty.tryReflectionSetAccessible=true`` for Arrow related features and refer to `Downloading <https://spark.apache.org/docs/latest/#downloading>`_
\ No newline at end of file
+If using JDK 11, set ``-Dio.netty.tryReflectionSetAccessible=true`` for Arrow related features and refer to `Downloading <https://spark.apache.org/docs/latest/#downloading>`_