GitBook: [master] one page modified

woop · gitbook-bot · commit fe4cf2df373e · 2020-10-31T08:05:06.000Z
diff --git a/docs/getting-started/deploying-feast/kubernetes.md b/docs/getting-started/deploying-feast/kubernetes.md
@@ -2,50 +2,50 @@
 
 ### Overview <a id="m_5245424069798496115gmail-overview-1"></a>
 
-This guide will install Feast on an existing Kubernetes cluster. At the end of the guide you will have the following services running:
+This guide installs Feast on an existing Kubernetes cluster, and ensures the following services are running:
 
 * Feast Core
-* Feast Serving
+* Feast Online Serving
 * Postgres
 * Redis
 * Feast Jupyter
 * Prometheus
 
-This guide will also contain instructions on how to customize the installation for different production use cases.
+This guide also contains instructions for customizing your installation for different production use cases.
 
-## 0. Requirements
+### 1. Requirements
 
-1. [Kubectl](https://kubernetes.io/docs/tasks/tools/install-kubectl/) installed and configured.
-2. [Helm ](https://helm.sh/)3 installed.
+1. Install and configure [Kubectl](https://kubernetes.io/docs/tasks/tools/install-kubectl/)
+2. Install [Helm ](https://helm.sh/)3 
 
-## 1. Preparation
+### 2. Preparation
 
-Add the Feast Helm repository and download the latest charts:
+Add Feast Helm repository and download the latest charts:
 
 ```text
 helm repo add feast-charts https://feast-charts.storage.googleapis.com
 helm repo update
 ```
 
-The charts bundle all the necessary dependencies to run both `Feast Core` and `Feast Serving`, as well as going through the example Jupyter notebook.
+Feast includes a Helm chart that installs all necessary components to run `Feast Core`, `Feast Online Serving`, and the example Jupyter notebook.
 
-As `Feast Core` requires Postgres to run, we will first create a Kubernetes secret for the credential. 
+Because `Feast Core` requires Postgres to run, create a Kubernetes secret for the credential: 
 
 ```bash
 kubectl create secret generic feast-postgresql --from-literal=postgresql-password=password
 ```
 
-## 2. Installation
+### 3. Installation
 
-Install Feast using helm. It will take some time before all the pods are ready. Feast online serving will keep restart until Feast core is ready.
+Install Feast using Helm. The pods take a minute to initiate, while at the same time Feast Online Serving restarts until Feast Core has launched.
 
 ```bash
 helm install feast-release feast-charts/feast
 ```
 
-## 3. Connect to Feast using Jupyter
+### 4. Use Jupyter to connect to Feast
 
-Once the pods are all running we can connect to the Jupyter notebook server running in the cluster
+After all the pods are ready, connect to the Jupyter Notebook Server running in the cluster:
 
 ```bash
 kubectl port-forward \
@@ -57,11 +57,11 @@ Forwarding from 127.0.0.1:8888 -> 8888
 Forwarding from [::1]:8888 -> 8888
 ```
 
-You should be able to connect at `localhost:8888` to the bundled Jupyter Notebook Server with example notebooks.
+You can now connect to the bundled Jupyter Notebook Server at `localhost:8888` and follow the example notebooks.
 
 {% embed url="http://localhost:8888/tree?" caption="" %}
 
-## 4. Further Reading
+### 5. Further Reading
 
 * [Feast Concepts](../../concepts/overview.md)
 * [Feast Examples/Tutorials](https://github.com/feast-dev/feast/tree/master/examples)
