Change Kubeflow Distributions Table

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@@ -285,6 +285,14 @@ footer {
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+// --------------------------------------------------
+// Installing Kubeflow page
+// --------------------------------------------------
+.distributions-table thead {
+  background-color: $primary;
+  color: $secondary;
+}
+
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content/en/docs/started/installing-kubeflow.md

@@ -5,243 +5,214 @@ weight = 20
 
 +++
 
+## What is Kubeflow?
+
 Kubeflow is an end-to-end Machine Learning (ML) platform for Kubernetes, it provides components for each stage in the ML lifecycle, from exploration through to training and deployment.
 Operators can choose what is best for their users, there is no requirement to deploy every component.
-To read more about the components and architecture of Kubeflow, please see the <a href="/docs/started/architecture/">Kubeflow Architecture</a> page.
 
-### How to install Kubeflow?
+Learn more about Kubeflow in the [Introduction](/docs/started/introduction/) and
+[Architecture](/docs/started/architecture/) pages.
+
+## How to install Kubeflow?
 
-There are two pathways to get up and running with Kubeflow, you may either:
+Anywhere you are running Kubernetes, you should be able to run Kubeflow.
+There are two primary ways to install Kubeflow:
 
-1. [Use a packaged distribution](#packaged-distributions-of-kubeflow)
-2. [Use the raw manifests](#raw-kubeflow-manifests) <sup>(for advanced users)</sup>
+1. [**Packaged Distributions**](#packaged-distributions-of-kubeflow)
+1. [**Raw Manifests**](#raw-kubeflow-manifests) <sup>(advanced users)</sup>
 
 <a id="packaged-distributions"></a>
 <a id="install-a-packaged-kubeflow-distribution"></a>
-## Packaged Distributions of Kubeflow 
+
+## Packaged Distributions of Kubeflow
+
+Packaged distributions are maintained by various organizations and typically aim to provide
+a simplified installation and management experience for Kubeflow. Some distributions can be
+deployed on [all certified Kubernetes distributions](https://kubernetes.io/partners/#conformance),
+while others target a specific platform (e.g. EKS or GKE).
 
 {{% alert title="Note" color="warning" %}}
-Packaged distributions are developed and supported by their respective maintainers, <b>the Kubeflow community does not endorse or certify any specific distribution</b>.
+Packaged distributions are developed and supported by their respective maintainers.
+The Kubeflow community <strong>does not endorse or certify</strong> any specific distribution.
 
 In the near future, there are plans to introduce <a href="https://github.com/kubeflow/community/blob/master/proposals/kubeflow-conformance-program-proposal.md">conformance testing for distributions</a>, you may track progress on this initiative by following <a href="https://github.com/kubeflow/kubeflow/issues/6485">kubeflow/kubeflow#6485</a>.
 {{% /alert %}}
 
-### Active Distributions
-
-The following table lists <b>active distributions</b> that have <b>had a recent release</b> (within the last 6 months).
+The following table lists distributions which are <em>maintained</em> by their respective maintainers:
 
-<div class="table-responsive">
+<div class="table-responsive distributions-table">
   <table class="table table-bordered">
-    <thead class="thead-light">
+    <thead>
       <tr>
-        <th>Name</th>
-        <th>Maintainer</th>
+        <th>Maintainer
+          <br><small>Distribution Name</small>
+        </th>
+        <th>Kubeflow Version</th>
         <th>Target Platform</th>
         <th>Link</th>
-        <th>Kubeflow Version</th>
       </tr>
     </thead>
     <tbody>
       <tr>
-        <td>Kubeflow on AWS</td>
-        <td>Amazon Web Services</td>
         <td>
-          Amazon Elastic Kubernetes Service (EKS)
-        </td>
-        <td>
-          <a href="https://awslabs.github.io/kubeflow-manifests">Website</a>
+          Amazon Web Services
         </td>
         <td>
           {{% aws/latest-version %}} <sup>[<a href="https://github.com/awslabs/kubeflow-manifests/releases">Release Notes</a>]</sup>
         </td>
-      </tr>
-      <tr>
-        <td>Kubeflow on Azure</td>
-        <td>Microsoft Azure</td> 
-        <td>
-          Azure Kubernetes Service (AKS)
-        </td>
         <td>
-          <a href="https://azure.github.io/kubeflow-aks/main">Website</a>
+          Amazon Elastic Kubernetes Service (EKS)
         </td>
         <td>
-          1.7.0 <sup>[<a href="https://github.com/Azure/kubeflow-aks/releases/tag/v1.7.0">Release Notes</a>]</sup>
+          <a href="https://awslabs.github.io/kubeflow-manifests">Website</a>
         </td>
       </tr>
       <tr>
-      <tr>
-        <td>Kubeflow on Google Cloud</td>
-        <td>Google Cloud</td>
         <td>
-          Google Kubernetes Engine (GKE)
+          Aranui Solutions
+            <br><small>deployKF</small>
         </td>
         <td>
-          <a href="https://googlecloudplatform.github.io/kubeflow-gke-docs">Website</a>
+          {{% deploykf/latest-version %}} <sup>[<a href="https://www.deploykf.org/releases/version-matrix/#kubeflow-tools">Version Matrix</a>]</sup>
+        </td>
+        <td>
+          All Certified Kubernetes Distributions
         </td>
         <td>
-          1.8.0 <sup>[<a href="https://googlecloudplatform.github.io/kubeflow-gke-docs/docs/changelog/#180">Release Notes</a>]</sup>
+          <a href="https://www.deploykf.org/">Website</a>
         </td>
       </tr>
       <tr>
-        <td>Kubeflow on IBM Cloud</td>
-        <td>IBM Cloud</td>
         <td>
-          IBM Cloud Kubernetes Service (IKS)
+          Canonical
+            <br><small>Charmed Kubeflow</small>
         </td>
         <td>
-          <a href="https://ibm.github.io/manifests/">Website</a>
+          {{% canonical/latest-version %}} <sup>[<a href="https://charmed-kubeflow.io/docs/release-notes">Release Notes</a>]</sup>
         </td>
         <td>
-          {{% iks/latest-version %}} <sup>[<a href="https://github.com/IBM/manifests/releases/tag/v{{% iks/latest-version %}}">Release Notes</a>]</sup>
+          All Certified Kubernetes Distributions
+        </td>
+        <td>
+          <a href="https://charmed-kubeflow.io/">Website</a>
         </td>
       </tr>
       <tr>
-        <td>Kubeflow on Nutanix</td>
-        <td>Nutanix</td>
         <td>
-          Nutanix Kubernetes Engine
+          Google Cloud
         </td>
         <td>
-          <a href="https://nutanix.github.io/kubeflow-manifests">Website</a>
+          {{% gke/latest-version %}} <sup>[<a href="https://googlecloudplatform.github.io/kubeflow-gke-docs/docs/changelog/">Release Notes</a>]</sup>
         </td>
         <td>
-          {{% nutanix/latest-version %}}
+          Google Kubernetes Engine (GKE)
+        </td>
+        <td>
+          <a href="https://googlecloudplatform.github.io/kubeflow-gke-docs">Website</a>
         </td>
       </tr>
       <tr>
-        <td>Charmed Kubeflow</td>
-        <td>Canonical</td>
         <td>
-          All Certified Kubernetes Distributions <sup>[<a href="https://kubernetes.io/partners/#conformance">1</a>]</sup>
+          IBM Cloud
         </td>
         <td>
-          <a href="https://charmed-kubeflow.io/">Website</a>
+          {{% iks/latest-version %}} <sup>[<a href="https://github.com/IBM/manifests/releases/tag/v{{% iks/latest-version %}}">Release Notes</a>]</sup>
+        </td>
+        <td>
+          IBM Cloud Kubernetes Service (IKS)
         </td>
         <td>
-          1.8.0
+          <a href="https://ibm.github.io/manifests/">Website</a>
         </td>
       </tr>
       <tr>
-        <td>deployKF</td>
-        <td>Aranui Solutions</td>
         <td>
-          All Certified Kubernetes Distributions <sup>[<a href="https://kubernetes.io/partners/#conformance">1</a>]</sup>
+          Microsoft Azure
         </td>
         <td>
-          <a href="https://www.deploykf.org/">Website</a>
+          {{% azure/latest-version %}} <sup>[<a href="https://github.com/Azure/kubeflow-aks/releases/tag/v{{% azure/latest-version %}}">Release Notes</a>]</sup>
         </td>
         <td>
-          1.7.0 <sup>[<a href="https://www.deploykf.org/releases/version-matrix/#kubeflow-tools">Version Matrix</a>]</sup>
+          Azure Kubernetes Service (AKS)
+        </td>
+        <td>
+          <a href="https://azure.github.io/kubeflow-aks/main">Website</a>
         </td>
       </tr>
       <tr>
-        <td>Kubeflow on Oracle Container Engine for Kubernetes</td>
-        <td>Oracle</td>
         <td>
-          Oracle Container Engine for Kubernetes (OKE)
+          Nutanix
         </td>
         <td>
-          <a href="https://github.com/oracle-devrel/kubeflow-oke">Website</a>
+          {{% nutanix/latest-version %}}
         </td>
         <td>
-          1.6.0
-        </td>
-      </tr>
-      <tr>
-        <td>Kubeflow on vSphere</td>
-        <td>VMware</td>
-        <td>VMware vSphere</td>
-        <td>
-          <a href="https://vmware.github.io/vSphere-machine-learning-extension/">Website</a>
+          Nutanix Kubernetes Engine
         </td>
         <td>
-          1.6.1
+          <a href="https://nutanix.github.io/kubeflow-manifests">Website</a>
         </td>
       </tr>
-    </tbody>
-  </table>
-</div>
-
-### Legacy Distributions
-
-The following table lists <b>legacy distributions</b> which have <b>not had a recent release</b> (within the last 6 months).
-
-<div class="table-responsive">
-  <table class="table table-bordered">
-    <thead class="thead-light">
-      <tr>
-        <th>Name</th>
-        <th>Maintainer</th>
-        <th>Target Platform</th>
-        <th>Link</th>
-        <th>Latest Release</th>
-      </tr>
-    </thead>
-    <tbody>
       <tr>
-        <td>Argoflow</td>
-        <td>Argoflow Users</td>
-        <td>
-          All Certified Kubernetes Distributions <sup>[<a href="https://kubernetes.io/partners/#conformance">1</a>]</sup>
-        </td>
         <td>
-          <a href="https://github.com/argoflow">Website</a>
+          Red Hat
+            <br><small>Open Data Hub</small>
         </td>
         <td>
-          1.3.0
+          {{% redhat/latest-version %}}
         </td>
-      </tr>
-      <tr>
-        <td>Kubeflow on OpenShift</td>
-        <td>Red Hat</td>
         <td>
           OpenShift
         </td>
         <td>
           <a href="https://github.com/opendatahub-io/manifests">Website</a>
         </td>
-        <td>
-          1.6.0
-        </td>
       </tr>
       <tr>
-        <td>Arrikto Enterprise Kubeflow</td>
-        <td>Arrikto</td>
         <td>
-          ◦ Amazon Elastic Kubernetes Service (EKS)
-          <br>
-          ◦ Azure Kubernetes Service (AKS)
-          <br>
-          ◦ Google Kubernetes Engine (GKE)
+          VMware
         </td>
         <td>
-          <a href="https://www.arrikto.com/enterprise-kubeflow/">Website</a>
+          {{% vmware/latest-version %}}
         </td>
         <td>
-          1.5.0 <sup>[<a href="https://docs.arrikto.com/Changelog.html">Release Notes</a>]</sup>
+          VMware vSphere
+        </td>
+        <td>
+          <a href="https://vmware.github.io/vSphere-machine-learning-extension/">Website</a>
         </td>
       </tr>
     </tbody>
   </table>
 </div>
 
-<a id="manifests"></a>
-<a id="install-the-kubeflow-manifests-manually"></a>
 ## Raw Kubeflow Manifests
 
+The raw Kubeflow Manifests are aggregated by the [Manifests Working Group](https://github.com/kubeflow/community/tree/master/wg-manifests)
+and are intended to be used as the **base of packaged distributions**.
+
+Advanced users may choose to install the manifests for a specific Kubeflow version by following the
+instructions in the `README` of the [`kubeflow/manifests`](https://github.com/kubeflow/manifests) repository.
+
+- [**Kubeflow 1.8:**](/docs/releases/kubeflow-1.8/)
+  - [`v1.8-branch`](https://github.com/kubeflow/manifests/tree/v1.8-branch#installation) <sup>(development branch)</sup>
+  - [`v1.8.0`](https://github.com/kubeflow/manifests/tree/v1.8.0#installation)
+- [**Kubeflow 1.7:**](/docs/releases/kubeflow-1.7/)
+  - [`v1.7-branch`](https://github.com/kubeflow/manifests/tree/v1.7-branch#installation) <sup>(development branch)</sup>
+  - [`v1.7.0`](https://github.com/kubeflow/manifests/tree/v1.7.0#installation)
+
 {{% alert title="Warning" color="warning" %}}
-This method is for advanced users.
+Kubeflow is a complex system with many components and dependencies.
+Using the raw manifests requires a deep understanding of Kubernetes, Istio, and Kubeflow itself.
 
-The Kubeflow community is not able to provide support for environment-specific issues when using the raw manifests.
+When using the raw manifests, the Kubeflow community is not able to provide support for environment-specific issues or custom configurations.
 If you need support, please consider using a [packaged distribution](#packaged-distributions-of-kubeflow).
+Nevertheless, we welcome contributions and bug reports very much.
 {{% /alert %}}
 
-The raw <a href="https://github.com/kubeflow/manifests">Kubeflow manifests</a> are aggregated by the <a href="https://github.com/kubeflow/community/tree/master/wg-manifests">Manifests Working Group</a> 
-and are intended to be used as the base of packaged distributions,
-<b>advanced users may choose to install the manifests directly</b> by following <a href="https://github.com/kubeflow/manifests#installation">these instructions</a>.
-
 <a id="next-steps"></a>
+
 ## Next steps
 
-* Review the Kubeflow <a href="/docs/components/">component documentation</a>
-* Explore the <a href="/docs/components/pipelines/sdk/">Kubeflow Pipelines SDK</a>
+- Review the Kubeflow <a href="/docs/components/">component documentation</a>
+- Explore the <a href="/docs/components/pipelines/sdk/">Kubeflow Pipelines SDK</a>

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+approvers:
+  - ca-scribner

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+  - xujinheng

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