Merge branch 'main' of https://github.com/MicrosoftDocs/azure-docs-pr into fixVideos

Author: roygara

articles/machine-learning/how-to-manage-models-mlflow.md

@@ -20,6 +20,14 @@ Azure Machine Learning supports MLflow for model management. This represents a c
 
 [!INCLUDE [mlflow-prereqs](../../includes/machine-learning-mlflow-prereqs.md)]
 
+* Some operations may be executed directly using the MLflow fluent API (`mlflow.<method>`). However, others may require to create an MLflow client, which allows to communicate with Azure Machine Learning in the MLflow protocol. You can create an `MlflowClient` object as follows. This tutorial will use the object `client` to refer to such MLflow client.
+
+    ```python
+    using mlflow
+
+    client = mlflow.tracking.MlflowClient()
+    ```
+
 ## Registering new models in the registry
 
 ### Creating models from an existing run 
@@ -33,6 +41,9 @@ mlflow.register_model(f"runs:/{run_id}/{artifact_path}", model_name)
 > [!NOTE]
 > Models can only be registered to the registry in the same workspace where the run was tracked. Cross-workspace operations are not supported by the moment in Azure Machine Learning.
 
+> [!TIP]
+> We recommend to register models from runs or using the method `mlflow.<flavor>.log_model` from inside the run as it keeps lineage from the job that generated the asset.
+
 ### Creating models from assets
 
 If you have a folder with an MLModel MLflow model, then you can register it directly. There's no need for the model to be always in the context of a run. To do that you can use the URI schema `file://path/to/model` to register MLflow models stored in the local file system. Let's create a simple model using `Scikit-Learn` and save it in MLflow format in the local storage:
@@ -58,22 +69,11 @@ model_local_path = os.path.abspath("./regressor")
 mlflow.register_model(f"file://{model_local_path}", "local-model-test")
 ```
 
-> [!NOTE]
-> Notice how the model URI schema `file:/` requires absolute paths.
-
 ## Querying model registries
 
 ### Querying all the models in the registry
 
-You can query all the registered models in the registry using the MLflow client with the method `list_registered_models`. The MLflow client is required to do all these operations.
-
-```python
-using mlflow
-
-client = mlflow.tracking.MlflowClient()
-```
-
-The following sample prints all the model's names:
+You can query all the registered models in the registry using the MLflow client. The following sample prints all the model's names:
 
 ```python
 for model in client.search_registered_models():

articles/marketplace/isv-customer.md

@@ -81,14 +81,16 @@ Use this page to define private offer terms, notification contacts, and pricing
 
 - **Customer Information** – Specify the billing account for the customer receiving this private offer. This will only be available to the configured customer billing account and the customer will need to be an owner or contributor or signatory on the billing account to accept the offer.
 
-    > [!NOTE]
-    >    Customers can find their billing account ID in 2 ways. 1) In the [Azure portal](https://aka.ms/PrivateOfferAzurePortal) under **Cost Management + Billing** **Properties** **ID**. A user in the customer organization should have access to the billing account to see the ID in Azure Portal. 2) If customer knows the subscription they plan to use for the purchase, click on **Subscriptions**, click on the relevant subscription **Properties** (or Billing Properties) **Billing Account ID**. See [Billing account scopes in the Azure portal](/azure/cost-management-billing/manage/view-all-accounts).
+   > [!NOTE]
+   > Customers can find their billing account ID in 2 ways. 1) In the [Azure portal](https://aka.ms/PrivateOfferAzurePortal) under **Cost Management + Billing** > **Properties** >**ID**. A user in the customer organization should have access to the billing account to see the ID in Azure Portal. 2) If the customer knows the subscription they plan to use for the purchase, click on **Subscriptions**, click on the relevant subscription **Properties** (or Billing Properties) **Billing Account ID**. See [Billing account scopes in the Azure portal](/azure/cost-management-billing/manage/view-all-accounts).
    
 :::image type="content" source="media/isv-customer/customer-properties.png" alt-text="Shows the offer Properties tab in Partner Center.":::
 
-- **Private offer terms** – Specify the duration, accept-by date, and terms:
+![Screenshot showing subscription name properties.](media/isv-customer/subscription-name-properties.png)
+
 
-    - **Start date** – Choose **Accepted date** if you want the private offer to start as soon as the customer accepts it. If a private offer is extended to an existing customer of a Pay-as-you-go product, this will make the private price applicable for the entire month. To have your private offer start in an upcoming month, select **Specific month** and choose one. The start date for this option will always be the first day of the selected month.
+- **Private offer terms** – Specify the duration, accept-by date, and terms:
+       - **Start date** – Choose **Accepted date** if you want the private offer to start as soon as the customer accepts it. If a private offer is extended to an existing customer of a Pay-as-you-go product, this will make the private price applicable for the entire month. To have your private offer start in an upcoming month, select **Specific month** and choose one. The start date for this option will always be the first day of the selected month.
     - **End date** – Choose the month for your private offer's **End date**. This will always be the last day of the selected month.
     - **Accept by** – Choose the expiration date for your private offer. Your customer must accept the private offer prior to this date.
     - **Terms and conditions** – Optionally, upload a PDF with terms and conditions your customer must accept as part of the private offer.
@@ -192,3 +194,5 @@ The payout amount and agency fee that Microsoft charges is based on the private
 - [ISV to Customer Private Offer Acceptance](https://www.youtube.com/watch?v=HWpLOOtfWZs)
 - [ISV to Customer Private Offer Purchase Experience](https://www.youtube.com/watch?v=mPX7gqdHqBk)
 
+
+