Fix broken links

Author: gkcalat

content/en/docs/changelog/_index.md

@@ -10,52 +10,53 @@ weight = 300
 
 ### Changes:
 
-- 🔼 Upgraded upstream Manifests to v1.6.1.
-- 🔼 Upgraded pipelines to v 2.0.0-alpha.6 (fixes #392).
-- 🔼 Updated MySQL to 8.0 (#391).
-- 🔨 Fixed ASM deployment issue (#389)
+- 🔼 Upgraded upstream `Manifests` to `v1.6.1`.
+- 🔼 Upgraded `pipelines` to `v2.0.0-alpha.6` (fixes [#392](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/392)).
+- 🔼 Updated `MySQL` to `8.0` ([#391](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/391)).
+- 🔨 Fixed `ASM` deployment issue ([#389](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/389))
 - 🔨 Minor improvements of deployment process.
-- 🧪 Validated deployment using GKE 1.22.
+- 🧪 Validated deployment using `GKE 1.22`.
 
 ## 1.6.0:
 
 [Release notes](https://github.com/googlecloudplatform/kubeflow-distribution/releases/tag/v1.6.0)
 
 ### Changes:
 
-- 🔼 Upgraded upstream Manifests to v1.6.0
-- 🔼 Upgraded ASM to v 1.14 (#385).
-- 🔼 Upgraded Knative to v 1.2 (#373).
-- 🔼 Upgraded cert-manager to v 1.5 (#372).
-- 🔼 Upgraded pipelines to v 2.0.0-alpha.4.
-- 🔼 Upgraded APIs to support GKE 1.22 (#349).
-- 🔨 Improved deployment stability (#371, #376, #384, #386).
-- 🚚 Removed deprecated kfserving, cloud-endpoints, and application manifests (#375, #377).
-- 🧪 Validated deployment using GKE 1.21 and GKE 1.22.
+- 🔼 Upgraded upstream `Manifests` to `v1.6.0`.
+- 🔼 Upgraded `ASM` to `v1.14` ([#385](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/385)).
+- 🔼 Upgraded `Knative` to `v1.2` ([#373](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/373)).
+- 🔼 Upgraded `cert-manager` to `v1.5` ([#372](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/372)).
+- 🔼 Upgraded `pipelines` to `v2.0.0-alpha.4`.
+- 🔼 Upgraded APIs to support `GKE 1.22` ([#349](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/349)).
+- 🔨 Improved deployment stability ([#371](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/371), [#376](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/376), [#384](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/384), [#386](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/386)).
+- 🚚 Removed deprecated `kfserving`, `cloud-endpoints`, and `application` manifests ([#375](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/375), [#377](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/377)).
+- 🧪 Validated deployment using `GKE 1.21` and `GKE 1.22`.
+
 
 ## 1.5.1
 
 [Release notes](https://github.com/googlecloudplatform/kubeflow-distribution/releases/tag/v1.5.1)
 
 ### Changes:
 
-- 🔼 Upgraded ASM to v 1.13.
-- 🔨 Fixed KServe issues with dashboard (#362) and directory(#361).
-- 🚚 Increased the maximum length of Kubeflow cluster name (#359).
-- 🚚 Moved RequestAuthentication policy creation to iap-enabler to improve GitOps friendliness (#364).
-- 🧪 Validated deployment using GKE 1.21.11.
+- 🔼 Upgraded `ASM` to `v1.13`.
+- 🔨 Fixed `KServe` issues with dashboard ([#362](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/362)) and directory ([#361](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/361)).
+- 🚚 Increased the maximum length of Kubeflow cluster name ([#359](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/359)).
+- 🚚 Moved RequestAuthentication policy creation to `iap-enabler` to improve GitOps friendliness ([#364](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/364)).
+- 🧪 Validated deployment using `GKE 1.21.11`.
 
 ## 1.5.0:
 
 [Release notes](https://github.com/googlecloudplatform/kubeflow-distribution/releases/tag/v1.5.0)
 
 ### Changes:
 
-- 🔼 Upgrade Kubeflow components versions as listed in [components versions table](https://github.com/kubeflow/manifests/tree/v1.5.0#kubeflow-components-versions)
-- 🚀 Integrated with Config Controller, simplified management cluster maintenance cost, there is no need to manually upgrade Config Connector CRD.
-- 🚚 Switch from kfserving to KServe as default serving component, you can switch back to kfserving in `config.yaml`.
-- 🔨 Fixed cloudsqlproxy issue with livenessProbe configuration.
-- 🧪 Validated deployment using GKE 1.20.12.
+- 🔼 Upgrade Kubeflow components versions as listed in components versions table
+- 🚀 Integrated with `Config Controller`, simplified management cluster maintenance cost, there is no need to manually upgrade `Config Connector` CRD.
+- 🚚 Switch from `kfserving` to `KServe` as default serving component, you can switch back to `kfserving` in `config.yaml`.
+- 🔨 Fixed `cloudsqlproxy` issue with `livenessProbe` configuration.
+- 🧪 Validated deployment using `GKE 1.20.12`.
 
 ## 1.4.1
 
@@ -65,9 +66,9 @@ weight = 300
 
 Changes on top of v1.4.0:
 
-- 🔼 Upgrade: Integrate with Kubeflow 1.4.1 manifests (kubeflow/manifests#2084)
-- 🔨 Fix: Change cloud endpoint images destination (#343)
-- 🔨 Fix: Use yq4 in iap-ingress Makefile.
+- 🔼 Upgrade: Integrate with Kubeflow `1.4.1` manifests ([kubeflow/manifests#2084](https://github.com/kubeflow/manifests/issues/2084))
+- 🔨 Fix: Change cloud endpoint images destination ([#343](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/343))
+- 🔨 Fix: Use `yq4` in `iap-ingress` Makefile.
 
 ## 1.4.0:
 
@@ -76,12 +77,12 @@ Changes on top of v1.4.0:
 ### Changes:
 
 - 🔼 Upgrade Kubeflow components versions as listed in components versions table
-- 🚢 Removed GKE 1.18 image version and k8s runtime pin, now GKE version is default to Stable channel.
+- 🚢 Removed `GKE 1.18` image version and k8s runtime pin, now GKE version is default to `STABLE` channel.
 - 🌊 Set Emissary Executor as default Argo Workflow executor for Kubeflow Pipelines.
-- 🔼 Upgraded kpt versions from 0.X.X to 1.0.0-beta.6.
-- 🔼 Upgraded yq from v3 to v4.
-- 🔼 Upgraded ASM(Anthos Service Mesh) to 1.10.4-asm.6.
-- 🚀 Unblocked KFSserving usage by removing commonLabels from kustomization patch #298 #324.
-- 🔗 Integrated with KFServing Web App UI.
-- 🔗 Integrated with unified operator: training-operator.
-- 🪁 Simplified deployment: Removed requirement for independent installation of yq, jq, kustomize, kpt.
+- 🔼 Upgraded `kpt` versions from `0.X.X` to `1.0.0-beta.6`.
+- 🔼 Upgraded `yq` from `v3` to `v4`.
+- 🔼 Upgraded `ASM` (Anthos Service Mesh) to `1.10.4-asm.6`.
+- 🚀 Unblocked `KFSserving` usage by removing `commonLabels` from kustomization patch ([#298](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/298) and [#324](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/324)).
+- 🔗 Integrated with `KFServing` Web App UI.
+- 🔗 Integrated with unified operator: `training-operator`.
+- 🪁 Simplified deployment: Removed requirement for independent installation of `yq`, `jq`, `kustomize`, `kpt`.

content/en/docs/deploy/oauth-setup.md

@@ -84,7 +84,8 @@ address to verify the user's identity.
  editable.)
 
  Here's an example of the completed form:
- <img src="../../images/gke/oauth-credential.png" 
+
+ <img src="../../images/gke/oauth-credential.png"
  alt="OAuth credentials"
  class="mt-3 mb-3 p-3 border border-info rounded">
 

content/en/docs/deploy/overview.md

@@ -21,13 +21,15 @@ Kubeflow deployed on Google Cloud includes the following:
 1. Other managed services offered by Google Cloud, such as [Cloud Storage](https://cloud.google.com/storage), [Cloud SQL](https://cloud.google.com/sql), [Anthos Service Mesh](https://cloud.google.com/anthos/service-mesh), [Identity and Access Management (IAM)](https://cloud.google.com/iam), [Config Controller](https://cloud.google.com/anthos-config-management/docs/concepts/config-controller-overview), and so on.
 
 ![Kubeflow on Google Cloud: central dashboard](../../images/gke/full-kf-home.png)
+
 **Figure 1.** User interface of full-fledged Kubeflow deployment on Google Cloud.
 
 ## Management cluster
 
 Kubeflow on Google Cloud employs a management cluster, which lets you manage Google Cloud resources via [Config Controller](https://cloud.google.com/anthos-config-management/docs/concepts/config-controller-overview). The management cluster is independent from the Kubeflow cluster and manages Kubeflow clusters. You can also use a management cluster from a different Google Cloud project, by assigning owner permissions to the associated service account.
 
 ![Kubeflow on Google Cloud: clusters hierarchy](../../images/gke/full-deployment-structure.png)
+
 **Figure 2.** Example of Kubeflow on Google Cloud deployment.
 
 ## Deployment process

content/en/docs/pipelines/preemptible.md

@@ -362,4 +362,4 @@ kubectl --context=${MGMTCTXT} --namespace=${KF_PROJECT} describe containernodepo
 ## Next steps
 
 * Explore further options for [customizing Kubeflow on Google Cloud](../../).
-* See how to [build pipelines with the SDK](https://kubeflow.org/docs/components/pipelines/sdk/).
+* See how to [build pipelines with the SDK](https://kubeflow.org/docs/components/pipelines/sdk/build-pipeline/).

content/en/docs/troubleshooting.md

@@ -16,7 +16,7 @@ Google Kubernetes Engine (GKE) and Google Cloud.
 
 This guide covers troubleshooting specifically for [Kubeflow deployments on Google Cloud](../deploy/).
 
-For more help, search for resolved issues on GitHub or create a new one in the [Kubeflow on Google Cloud repository](https://github.com/GoogleCloudPlatform/kubeflow-gke-docs/issues).
+For more help, search for resolved issues on GitHub or create a new one in the [Kubeflow on Google Cloud repository](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues).
 
 This guide assumes the following settings:
 
@@ -85,7 +85,7 @@ as an authorized redirect URI for the OAUTH credentials used to create the deplo
 * If using IAP: see the guide to
  [monitoring your Cloud IAP setup](../deploy/monitor-iap-setup/).
 * See the sections below for troubleshooting specific problems.
-* Please [report a bug](https://github.com/kubeflow/kubeflow/issues/new?template=bug_report.md) if you can't resolve the problem by following the above steps.
+* Please [report a bug](https://github.com/GoogleCloudPlatform/kubeflow-distribution/issues/new) if you can't resolve the problem by following the above steps.
 
 ### DNS name not registered