syncing deploy to kubernetes guide to the read the docs site

webapp/drf_network_pipeline/docs/source/deploy-antinex-on-kubernetes.rst

@@ -1,7 +1,11 @@
-Deploy to Kubernetes
---------------------
+Deploy a Distributed Stack to Kubernetes
+----------------------------------------
+
+.. image:: https://i.imgur.com/qiyhAq9.png
+
+Install and manage a Kubernetes cluster with helm on a single Ubuntu host. Once running, you can deploy a distributed, scalable python stack capable of delivering a resilient REST service with JWT for authentication and Swagger for development. This service uses a decoupled REST API with two distinct worker backends for routing simple database read and write tasks vs long-running tasks that can use a Redis cache and do not need a persistent database connection. This is handy for not only simple CRUD applications and use cases, but also serving a secure multi-tenant environment where multiple users manage long-running tasks like training deep neural networks that are capable of making near-realtime predictions.
 
-This is a work in progress guide for installing a local Kubernetes cluster with helm on a single Ubuntu host (validated on Ubuntu 18.04). Once the cluster is running, you can deploy the following docker containers to run the `AntiNex stack <https://github.com/jay-johnson/train-ai-with-django-swagger-jwt>`__:
+This guide was built for deploying the `AntiNex stack of docker containers <https://github.com/jay-johnson/train-ai-with-django-swagger-jwt>`__ on a Kubernetes cluster:
 
 - `Redis <https://hub.docker.com/r/bitnami/redis/>`__
 - `Postgres <https://github.com/CrunchyData/crunchy-containers>`__
@@ -12,13 +16,13 @@ This is a work in progress guide for installing a local Kubernetes cluster with
 - `pgAdmin4 <https://github.com/jay-johnson/deploy-to-kubernetes/blob/master/pgadmin/crunchy-template-http.json>`__
 - `(Optional) Splunk with TCP and HEC Service Endpoints <https://github.com/jay-johnson/deploy-to-kubernetes/blob/master/splunk/deployment.yml>`__
 
-Please ensure the Ubuntu host has at least 4 CPU cores and more than 8 GB ram. Here is a screenshot from a recent AI training test with only 3 cores:
-
-.. image:: https://i.imgur.com/KQ7MBdM.png
-
 Getting Started
 ---------------
 
+.. note:: please ensure the Ubuntu host has at least 4 CPU cores and more than 8 GB ram. Here is a screenshot from a recent AI training test with only 3 cores:
+
+    .. image:: https://i.imgur.com/KQ7MBdM.png
+
 Overview
 ========