Merge pull request #226632 from dem108/patch-18

Clarify difference between Managed and K8s

Author: prmerger-automator[bot]

articles/machine-learning/concept-endpoints.md

@@ -10,7 +10,7 @@ author: dem108
 ms.author: sehan
 ms.reviewer: mopeakande
 ms.custom: devplatv2, ignite-fall-2021, event-tier1-build-2022, ignite-2022
-ms.date: 05/24/2022
+ms.date: 02/07/2023
 #Customer intent: As an MLOps administrator, I want to understand what a managed endpoint is and why I need it.
 ---
 
@@ -140,14 +140,16 @@ The following table highlights the key differences between managed online endpoi
 |                               | Managed online endpoints                                                                                                          | Kubernetes online endpoints                                                                                             |
 | ----------------------------- | --------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------- |
 | **Recommended users**         | Users who want a managed model deployment and enhanced MLOps experience                                                           | Users who prefer Kubernetes and can self-manage infrastructure requirements                                             |
-| **Infrastructure management** | Managed compute provisioning, scaling, host OS image updates, and security hardening                                              | User responsibility                                                                                                     |
-| **Compute type**              | Managed (AmlCompute)                                                                                                              | Kubernetes cluster (Kubernetes)                                                                                         |
-| **Out-of-box monitoring**     | [Azure Monitoring](how-to-monitor-online-endpoints.md) <br> (includes key metrics like latency and throughput)                    | Supported                                                                                                               |
-| **Out-of-box logging**        | [Azure Logs and Log Analytics at endpoint level](how-to-deploy-managed-online-endpoints.md#optional-integrate-with-log-analytics) | Unsupported                                                                                                             |
-| **Application Insights**      | Supported                                                                                                                         | Supported                                                                                                               |
+| **Node provisioning**         | Managed compute provisioning, update, removal                                                                                     | User responsibility                                                                                                     |
+| **Node maintenance**          | Managed host OS image updates, and security hardening                                                                             | User responsibility                                                                                                     |
+| **Cluster sizing (scaling)** | [Managed manual and autoscale](how-to-autoscale-endpoints.md), supporting additional nodes provisioning                                                             | [Manual and autoscale](v1/how-to-deploy-azure-kubernetes-service.md#autoscaling), supporting scaling the number of replicas within fixed cluster boundaries                         |
+| **Compute type**              | Managed by the service                                                                                                            | Customer-managed Kubernetes cluster (Kubernetes)                                                                        |
 | **Managed identity**          | [Supported](how-to-access-resources-from-endpoints-managed-identities.md)                                                         | Supported                                                                                                               |
-| **Virtual Network (VNET)**    | [Supported](how-to-secure-online-endpoint.md)                                                                                     | Supported                                                                                                               |
-| **View costs**                | [Endpoint and deployment level](how-to-view-online-endpoints-costs.md)                                                            | Cluster level                                                                                                           |
+| **Virtual Network (VNET)**    | [Supported via managed network isolation](how-to-secure-online-endpoint.md)                                                       | User responsibility                                                                                                     |
+| **Out-of-box monitoring & logging** | [Azure Monitor and Log Analytics powered](how-to-monitor-online-endpoints.md) (includes key metrics and log tables for endpoints and deployments) | User responsibility                                                                        |
+| **Logging with Application Insights (legacy)** | Supported                                                                                                        | Supported                                                                                                               |
+| **View costs**                | [Detailed to endpoint / deployment level](how-to-view-online-endpoints-costs.md)                                                  | Cluster level                                                                                                           |
+| **Cost applied to**          | VMs assigned to the deployments                                                                                                   | VMs assigned to the cluster                                                                                             |
 | **Mirrored traffic**          | [Supported](how-to-safely-rollout-online-endpoints.md#test-the-deployment-with-mirrored-traffic-preview) (preview)                | Unsupported                                                                                                             |
 | **No-code deployment**        | Supported ([MLflow](how-to-deploy-mlflow-models-online-endpoints.md) and [Triton](how-to-deploy-with-triton.md) models)           | Supported ([MLflow](how-to-deploy-mlflow-models-online-endpoints.md) and [Triton](how-to-deploy-with-triton.md) models) |