fixes

Signed-off-by: Anatoly Myachev <[email protected]>

docs/getting_started/using_modin/using_modin_cluster.rst

@@ -4,8 +4,7 @@ Using Modin in a Cluster
 
 .. note::
   | *Estimated Reading Time: 15 minutes*
-  | You can follow along in a Jupyter notebook in this two-part tutorial: `Part 1`_,
-  | `Part 2`_.
+  | You can follow along in a Jupyter notebook in this two-part tutorial: `Part 1`_, `Part 2`_.
 
 Often in practice we have a need to exceed the capabilities of a single machine. Modin
 works and performs well in both local mode and in a cluster environment. The key
@@ -17,8 +16,8 @@ transparently.
 Starting up a Ray Cluster
 -------------------------
 Modin is able to utilize Ray's built-in autoscaled cluster. To launch a Ray cluster
-using Amazon Web Service (AWS), you can use `modin-cluster.yaml`_ as the config file
-(`available autoscale options`_).
+using Amazon Web Service (AWS), you can use `Modin's cluster setup config`_ 
+(`Ray's autoscaler options`_).
 
 .. code-block:: bash
 
@@ -64,7 +63,8 @@ Using Modin on a Ray Cluster
 Now that we have a Ray cluster up and running, we can use Modin to perform pandas
 operation as if we were working with pandas on a single machine. We test Modin's
 performance on the 200MB `NYC Taxi dataset`_ that was provided as part of our
-`cluster setup script`_. We can time the following operation in a Jupyter notebook:
+`Modin's cluster setup config`_. We can time the following operation in a Jupyter
+notebook:
 
 .. code-block:: python
 
@@ -113,8 +113,7 @@ you can customize your Ray environment for use in Modin!
 .. _`Ray's API docs`: https://ray.readthedocs.io/en/latest/api.html
 .. _`Part 1`: https://github.com/modin-project/modin/tree/master/examples/tutorial/jupyter/execution/pandas_on_ray/cluster/exercise_5.ipynb
 .. _`Part 2`: https://github.com/modin-project/modin/tree/master/examples/tutorial/jupyter/execution/pandas_on_ray/cluster/exercise_6.ipynb
-.. _`modin-cluster.yaml`: https://github.com/modin-project/modin/blob/master/examples/tutorial/jupyter/execution/pandas_on_ray/cluster/modin-cluster.yaml
-.. _`available autoscale options`: https://docs.ray.io/en/latest/cluster/vms/references/ray-cluster-configuration.html#cluster-config
+.. _`Ray's autoscaler options`: https://docs.ray.io/en/latest/cluster/vms/references/ray-cluster-configuration.html#cluster-config
 .. _`Ray's cluster docs`: https://docs.ray.io/en/latest/cluster/getting-started.html
 .. _`NYC Taxi dataset`: https://modin-datasets.s3.amazonaws.com/testing/yellow_tripdata_2015-01.csv
-.. _`cluster setup script`: https://github.com/modin-project/modin/blob/master/examples/tutorial/jupyter/execution/pandas_on_ray/cluster/modin-cluster.yaml
+.. _`cluster setup config`: https://github.com/modin-project/modin/blob/master/examples/tutorial/jupyter/execution/pandas_on_ray/cluster/modin-cluster.yaml