Clarified versions available in deployment UI and CLI (#981)

* Clarified versions available in deployment UI and CLI.

* Removed empty line at EOF because it causes a space in rendering on page.

* Review comment
Co-Authored-By: NDwight J Lyle <dwightjl@users.noreply.github.com>

content/docs/gke/deploy/deploy-ui.md

@@ -5,9 +5,12 @@ weight = 3
 +++
 
 This page provides instructions for using the Kubeflow deployment web app to
-deploy Kubeflow on GCP. If you prefer to use the
-command line, see the guide to 
+deploy Kubeflow on GCP. The deployment web app currently supports
+**Kubeflow {{% kf-deployment-ui-version %}}**.
+
+For more control over your deployment, see the guide to 
 [deployment using the CLI](/docs/gke/deploy/deploy-cli).
+The CLI supports Kubeflow {{% kf-latest-version %}} and later versions.
 
 ## Overview of the deployment user interface (UI)
 

content/docs/pipelines/tutorials/pipelines-tutorial.md

@@ -128,22 +128,30 @@ Deploy Kubeflow on GCP:
   guide to [deploying Kubeflow on GCP](/docs/gke/deploy/), 
   taking note of the following:
 
+  * If you want the most simple deployment experience, use the Kubeflow deployment web app
+    as described in the guide to 
+    [deployment using the UI](/docs/gke/deploy/deploy-ui/).
+    The deployment web app currently supports 
+    **Kubeflow {{% kf-deployment-ui-version %}}**.
+  * For more control
+    over the deployment, use the guide to 
+    [deployment using the CLI](/docs/gke/deploy/deploy-cli/).
+    The CLI supports **Kubeflow {{% kf-latest-version %}}** and later versions.
   * Make sure that you enable **Cloud Identity-Aware Proxy (IAP)**
     as prompted during the deployment process.
   * When setting up the **authorized redirect URI** for the **OAuth client 
     credentials**, use the same value for the `<deployment_name>` as you used
     when setting up the `DEPLOYMENT_NAME` environment variable earlier in this
     tutorial.
-  * Choose **Kubeflow {{% kf-stable-tag %}}** or later.
-
-    The following screenshot shows the Kubeflow deployment UI with hints about
+  * The following screenshot shows the Kubeflow deployment UI with hints about
     the value for each input field:
 
     <img src="/docs/images/gcp-e2e-deploy-kubeflow.png" 
         alt="Prediction UI"
         class="mt-3 mb-3 p-3 border border-info rounded">
 
-1. (Optional) If you want to examine your cluster while waiting for the UI to
+1. (Optional) If you want to examine your cluster while waiting for the 
+   Kubeflow dashboard to
    be available, you can use `kubectl` to connect to your cluster:
 
   * Connect your Cloud Shell session to the cluster:

content/docs/started/getting-started-minikube.md

@@ -85,12 +85,12 @@ curl -Lo docker-machine-driver-kvm2 https://storage.googleapis.com/minikube/rele
 The following describes a script driven installation that you can use to deploy all
 the necessary components including `kubectl`, `minikube`, `kfctl` along with Kubeflow itself. The script requires input from you on some configuration information and then it drives the rest of the installation. Run the following to start the installation:
 ```
-export KUBEFLOW_TAG={{% kf-stable-tag %}}
+export KUBEFLOW_TAG={{% kf-latest-version %}}
 curl -O https://raw.githubusercontent.com/kubeflow/kubeflow/${KUBEFLOW_TAG}/scripts/setup-minikube.sh
 chmod +x setup-minikube.sh
 ./setup-minikube.sh
 ```
-**KUBEFLOW_TAG** is a tag corresponding to the version to checkout such as {{% kf-stable-tag %}} or `master`.
+**KUBEFLOW_TAG** is a tag corresponding to the version to checkout such as {{% kf-latest-version %}} or `master`.
 
 The script asks for some config input as shown below:
 ![ConfigInputs](../ConfigInputs.png)
@@ -214,11 +214,11 @@ The following steps will deploy Kubeflow components and start them on the Miniku
     ```
     mkdir ${KUBEFLOW_SRC}
     cd ${KUBEFLOW_SRC}
-    export KUBEFLOW_TAG={{% kf-stable-tag %}}
+    export KUBEFLOW_TAG={{% kf-latest-version %}}
     curl https://raw.githubusercontent.com/kubeflow/kubeflow/${KUBEFLOW_TAG}/scripts/download.sh | bash
     ```
     - **KUBEFLOW_SRC** directory where you want kubeflow source to be downloaded
-    - **KUBEFLOW_TAG** is a tag corresponding to the version to checkout such as {{% kf-stable-tag %}}
+    - **KUBEFLOW_TAG** is a tag corresponding to the version to checkout such as {{% kf-latest-version %}}
 
   1. Run the following to setup and deploy Kubeflow:
     

content/docs/use-cases/gitops-for-kubeflow.md

@@ -76,7 +76,7 @@ You can read about other options to connect to your Argo CD instance [here](http
         ```shell
         mkdir ${KUBEFLOW_SRC}
         cd ${KUBEFLOW_SRC}
-        export KUBEFLOW_TAG={{% kf-stable-tag %}}
+        export KUBEFLOW_TAG=v0.5.0
         curl https://raw.githubusercontent.com/kubeflow/kubeflow/${KUBEFLOW_TAG}/scripts/download.sh | bash
         ```
         * **KUBEFLOW_SRC** directory where you want kubeflow source to be downloaded

layouts/shortcodes/kf-deployment-ui-version.html

+v0.5.0
\ No newline at end of file

layouts/shortcodes/kf-latest-version.html

-v0.6.1
+v0.6.1
\ No newline at end of file

layouts/shortcodes/kf-stable-tag.html

-v0.6.0