Integrate doc

Fixed links and some wording
canonical · Aug 28, 2023 · f67ec35 · f67ec35
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diff --git a/docs/how-to/create-ck8s-aws.rst b/docs/how-to/create-ck8s-aws.rst
@@ -1,3 +1,4 @@
+.. _create_mlflow_ck8s_label:
 Create a Charmed Kubernetes cluster for use with an MLOps platform on AWS
 =========================================================================
 

diff --git a/docs/how-to/deploy-kubeflow-mlflow-ck8s-aws.rst b/docs/how-to/deploy-kubeflow-mlflow-ck8s-aws.rst
@@ -1,15 +1,15 @@
 Integrating Charmed MLflow with Charmed Kubeflow v2 on Charmed Kubernetes
 =========================================================================
 
-Welcome to the guide on how to integrate Charmed MLflow on `Charmed Kubernetes <https://ubuntu.com/kubernetes/charmed-k8s>`_. In this guide, we will guide you through the process of integrating charm MLflow with the Charmed Kubeflow on the Charmed Kubernetes.
+In this guide, we will guide you through the process of integrating Charmed MLflow with Charmed Kubeflow on `Charmed Kubernetes <https://ubuntu.com/kubernetes/charmed-k8s>`_.
 
 Prerequisites
 --------------
 We assume that:
 
-* You have access to a Charmed Kubernetes cluster using ``kubectl``. If you don't have a cluster set up, you can follow `this guide <https://discourse.charmhub.io/t/create-a-charmed-kubernetes-cluster-for-use-with-an-mlops-platform-on-aws/11634>`_ to deploy one on AWS.
+* You have access to a Charmed Kubernetes cluster using ``kubectl``. If you don't have a cluster set up, you can follow the `creation guide <../create-ck8s-aws>`_ to deploy one on AWS.
 * You have deployed the Charmed Kubeflow bundle. If you don't have it, here is `a guide <https://discourse.charmhub.io/t/deploying-charmed-kubeflow-to-charmed-kubernetes-on-aws/11667>`_ on how to do it.
-* You have deployed the Charmed MLflow bundle. If you don't have it, here is a guide on how to do it: :ref:`deploy_mlflow_ck8s_label` .
+* You have deployed the Charmed MLflow bundle. To see how, follow our `deployment guide <../deploy-ck8s-aws>`_.
 
 Deploy resource dispatcher
 --------------------------
@@ -33,4 +33,4 @@ Relate the Resource dispatcher to MLflow:
 Integrate MLflow with Kubeflow notebook
 ---------------------------------------
 
-Please refer to this doc: :ref:`mlflow-integration-label`.
+Please refer to this doc: :doc:`../tutorial/mlflow-kubeflow`.
diff --git a/docs/tutorial/mlflow-kubeflow.rst b/docs/tutorial/mlflow-kubeflow.rst
@@ -1,5 +1,3 @@
-.. _mlflow-integration-label:
-
 Getting Started with Charmed MLflow and Kubeflow
 ================================================