docs: review update

docs/source/getting-started/additional-configuration.rst

@@ -41,7 +41,7 @@ After creating the dioptra-worker user, click "Signup" and register a separate u
 Create a Queue
 ______________
 
-Queues are an organizational tool used to manage submitted jobs. The workers that were instantiated when creating the Dioptra deployment watch a Queue and process jobs one at a time in sequence. A Queue is needed to submit the “Hello World” job to, so the next step is to register one.
+Queues are an organizational tool used to manage submitted jobs. The workers that were instantiated when creating the Dioptra deployment watch a Queue and process jobs one at a time in sequence. A Queue is needed to submit and process jobs. The next step is to register a queue to enable jobs to run.
 
 From the top menu, navigate to the Queues page and then click "Create". For the queue name, put "tensorflow_cpu" and "public" for the group. "tensorflow_cpu" is required for the queue name because it is what the deployment workers are watching. To finish creating the queue, add a description if desired, then click "Confirm".
 

docs/source/user-guide/the-web-frontend.rst

@@ -17,27 +17,26 @@
 
 .. _user-guide-the-web-frontend:
 
-The Web Frontend User's Guide
-=============================
+Using the Web Frontend By Example
+=================================
 
 .. include:: /_glossary_note.rst
 
-Dioptra provides a web-based user interface for running, tracking, and organizing machine learning experiments using the open-source technologies and architectures found in real-world AI applications. A demonstration of a simple Hello World example will be shown here.
+Dioptra provides a web-based user interface for running, tracking, and organizing machine learning experiments using the open-source technologies and architectures found in real-world AI applications. The following "Hello World" example will demonstrate how to interact with the web-based user interface.
 
-**Please make sure to have completed these prerequisites for using the front end**: :doc:`/getting-started/building-the-containers`, :doc:`/getting-started/running-dioptra`, and :doc:`/getting-started/additional-configuration`
+**Please make sure to have completed all prerequisites for using the front end**: :doc:`/getting-started/building-the-containers`, :doc:`/getting-started/running-dioptra`, and :doc:`/getting-started/additional-configuration`
 
 
 Using Dioptra (Hello World Example)
 ===================================
 
-This guide is a walk-through for setting up and executing a simple “Hello World” example in the Dioptra frontend. It will familiarize the reader with some of the core concepts behind Dioptra. It assumes that the steps to configure and instantiate a Dioptra deployment have already been followed as outlined in the `Getting Started`_ section of the documentation.
+This guide is a walk-through for setting up and executing a simple “Hello World” example in the Dioptra frontend. It will familiarize the reader with some of the core concepts behind Dioptra. It assumes that the steps to configure and instantiate a Dioptra deployment have already been followed as outlined in the prerequisites listed above.
 
-.. _Getting Started: ../getting-started/building-the-containers
 
 Create a Plugin
 _______________
 
-Plugins are Python packages that contain code and the metadata to define tasks to execute in a Dioptra job. They perform a variety of basic, low-level functions such as loading models, preparing data, and computing metrics, and implementing atomic portions of attacks and defenses. A plugin can contain one or more python files, each of which contains tasks. A plugin is needed in order to assign tasks for the “Hello World” example.
+Plugins are Python packages that contain code and metadata to define tasks to execute in a Dioptra job. They perform a variety of basic, low-level functions such as loading models, preparing data, and computing metrics, and implementing atomic portions of attacks and defenses. A plugin can contain one or more python files, each of which contains tasks. A plugin is needed in order to assign tasks for the “Hello World” example.
 
 From the top menu, navigate to the Plugins page and then click "Create". Put "hello_world" for the plugin name and "public" for the group. If desired, add a description. Click "Confirm".