Merge pull request #282577 from MicrosoftDocs/dc0e7410-c3b8-45e8-b60f-399c27bca749_59

JamesJBarnett · web-flow · commit fb9f83f5afed · 2024-07-31T09:23:21.000-07:00
[METADATA UPDATE][Merge by 2024-08-13] Global ms.service and ms.subservice metadata update
diff --git a/articles/machine-learning/apache-spark-azure-ml-concepts.md b/articles/machine-learning/apache-spark-azure-ml-concepts.md
@@ -3,7 +3,7 @@ title: "Apache Spark in Azure Machine Learning"
 titleSuffix: Azure Machine Learning
 description: This article explains the options for accessing Apache Spark in Azure Machine Learning.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: conceptual
 author: fbsolo-ms1 
diff --git a/articles/machine-learning/apache-spark-environment-configuration.md b/articles/machine-learning/apache-spark-environment-configuration.md
@@ -5,7 +5,7 @@ description: Learn how to configure your Apache Spark environment for interactiv
 author: fbsolo-ms1 
 ms.author: franksolomon
 ms.reviewer:  yogipandey
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.date: 04/19/2024
diff --git a/articles/machine-learning/concept-top-level-entities-in-managed-feature-store.md b/articles/machine-learning/concept-top-level-entities-in-managed-feature-store.md
@@ -5,7 +5,7 @@ description: Learn about how Azure Machine Learning uses managed feature stores
 author: fbsolo-ms1 
 ms.author: franksolomon 
 ms.reviewer: seramasu
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata 
 ms.topic: conceptual
 ms.date: 10/31/2023 
diff --git a/articles/machine-learning/concept-what-is-managed-feature-store.md b/articles/machine-learning/concept-what-is-managed-feature-store.md
@@ -5,7 +5,7 @@ description: Learn about the managed feature store in Azure Machine Learning
 author: fbsolo-ms1 
 ms.author: franksolomon 
 ms.reviewer: seramasu
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata 
 ms.custom: build-2023, ignite-2023
 ms.topic: conceptual
diff --git a/articles/machine-learning/feature-retrieval-concepts.md b/articles/machine-learning/feature-retrieval-concepts.md
@@ -2,7 +2,7 @@
 title: Feature retrieval specification and usage in training and inference
 titleSuffix: Azure Machine Learning
 description: The feature retrieval specification, and how to use it for training and inference tasks.
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 author: fbsolo-ms1 
diff --git a/articles/machine-learning/feature-set-materialization-concepts.md b/articles/machine-learning/feature-set-materialization-concepts.md
@@ -2,7 +2,7 @@
 title: Feature set materialization concepts
 titleSuffix: Azure Machine Learning
 description: Build and use feature set materialization resources.
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 author: fbsolo-ms1 
diff --git a/articles/machine-learning/feature-set-specification-transformation-concepts.md b/articles/machine-learning/feature-set-specification-transformation-concepts.md
@@ -2,7 +2,7 @@
 title: Feature set specification transformation concepts
 titleSuffix: Azure Machine Learning
 description: The feature set specification, transformations, and best practices.
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/how-to-connection.md b/articles/machine-learning/how-to-connection.md
@@ -3,7 +3,7 @@ title: Create connections to external data sources (preview)
 titleSuffix: Azure Machine Learning
 description: Learn how to use connections to connect to External data sources for training with Azure Machine Learning.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/how-to-create-data-assets.md b/articles/machine-learning/how-to-create-data-assets.md
@@ -2,7 +2,7 @@
 title: Create Data Assets
 titleSuffix: Azure Machine Learning
 description: Learn how to create Azure Machine Learning data assets
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.custom: data4ml, devx-track-azurecli
diff --git a/articles/machine-learning/how-to-datastore.md b/articles/machine-learning/how-to-datastore.md
@@ -3,7 +3,7 @@ title: Use datastores
 titleSuffix: Azure Machine Learning
 description: Learn how to use datastores to connect to Azure storage services during training with Azure Machine Learning.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/how-to-export-delete-data.md b/articles/machine-learning/how-to-export-delete-data.md
@@ -3,7 +3,7 @@ title: Export or delete workspace data
 titleSuffix: Azure Machine Learning
 description: Learn how to export or delete your workspace with the Azure Machine Learning studio.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.custom: devx-track-python
 author: fbsolo-ms1
diff --git a/articles/machine-learning/how-to-import-data-assets.md b/articles/machine-learning/how-to-import-data-assets.md
@@ -3,7 +3,7 @@ title: Import data (preview)
 titleSuffix: Azure Machine Learning
 description: Learn how to import data from external sources to the Azure Machine Learning platform.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/how-to-label-data.md b/articles/machine-learning/how-to-label-data.md
@@ -5,7 +5,7 @@ description: Use data labeling tools to rapidly label text or label images for a
 author: fbsolo-ms1
 ms.author: franksolomon
 ms.reviewer: vkann
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.date: 08/16/2023
diff --git a/articles/machine-learning/how-to-manage-synapse-spark-pool.md b/articles/machine-learning/how-to-manage-synapse-spark-pool.md
@@ -5,7 +5,7 @@ description: Learn how to attach and manage Spark pools with Azure Synapse.
 author: fbsolo-ms1
 ms.author: franksolomon
 ms.reviewer: yogipandey
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to 
 ms.date: 04/12/2024
diff --git a/articles/machine-learning/how-to-mltable.md b/articles/machine-learning/how-to-mltable.md
@@ -3,7 +3,7 @@ title: Working with tables in Azure Machine Learning
 titleSuffix: Azure Machine Learning
 description: Learn how to work with tables (meltable) in Azure Machine Learning.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/how-to-read-write-data-v2.md b/articles/machine-learning/how-to-read-write-data-v2.md
@@ -3,7 +3,7 @@ title: Access data in a job
 titleSuffix: Azure Machine Learning
 description: Learn how to read and write data in Azure Machine Learning training jobs.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/how-to-schedule-data-import.md b/articles/machine-learning/how-to-schedule-data-import.md
@@ -3,7 +3,7 @@ title: Schedule data import (preview)
 titleSuffix: Azure Machine Learning
 description: Learn how to schedule an automated data import that brings in data from external sources.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/how-to-setup-access-control-feature-store.md b/articles/machine-learning/how-to-setup-access-control-feature-store.md
@@ -4,7 +4,7 @@ description: Learn how to access to an Azure Machine Learning managed feature st
 author: fbsolo-ms1
 ms.author: franksolomon
 ms.reviewer: seramasu
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata 
 ms.custom: build-2023, ignite-2023
 ms.topic: how-to
diff --git a/articles/machine-learning/how-to-submit-spark-jobs.md b/articles/machine-learning/how-to-submit-spark-jobs.md
@@ -5,7 +5,7 @@ description: Learn how to submit standalone and pipeline Spark jobs in Azure Mac
 author: fbsolo-ms1
 ms.author: franksolomon
 ms.reviewer: yogipandey
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to 
 ms.date: 10/05/2023
diff --git a/articles/machine-learning/how-to-troubleshoot-data-access.md b/articles/machine-learning/how-to-troubleshoot-data-access.md
@@ -6,7 +6,7 @@ author: fbsolo-ms1
 ms.author: franksolomon
 ms.reviewer: mafong
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.date: 02/23/2024
 ms.topic: troubleshooting
diff --git a/articles/machine-learning/interactive-data-wrangling-with-apache-spark-azure-ml.md b/articles/machine-learning/interactive-data-wrangling-with-apache-spark-azure-ml.md
@@ -5,7 +5,7 @@ description: Learn how to use Apache Spark to wrangle data with Azure Machine Le
 author: fbsolo-ms1
 ms.author: franksolomon
 ms.reviewer: yogipandey
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.date: 10/05/2023
diff --git a/articles/machine-learning/migrate-to-v2-assets-data.md b/articles/machine-learning/migrate-to-v2-assets-data.md
@@ -3,7 +3,7 @@ title: 'Upgrade data management to SDK v2'
 titleSuffix: Azure Machine Learning
 description: Upgrade data management from v1 to v2 of Azure Machine Learning SDK
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 author: fbsolo-ms1
diff --git a/articles/machine-learning/migrate-to-v2-resource-compute.md b/articles/machine-learning/migrate-to-v2-resource-compute.md
@@ -3,7 +3,7 @@ title: 'Upgrade compute management to v2'
 titleSuffix: Azure Machine Learning
 description: Upgrade compute management from v1 to v2 of Azure Machine Learning SDK
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 author: fbsolo-ms1
diff --git a/articles/machine-learning/offline-retrieval-point-in-time-join-concepts.md b/articles/machine-learning/offline-retrieval-point-in-time-join-concepts.md
@@ -2,7 +2,7 @@
 title: Offline feature retrieval using a point-in-time join
 titleSuffix: Azure Machine Learning
 description: Use a point-in-time join for offline feature retrieval.
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 ms.author: franksolomon
diff --git a/articles/machine-learning/quickstart-spark-jobs.md b/articles/machine-learning/quickstart-spark-jobs.md
@@ -5,7 +5,7 @@ description: Learn how to submit Apache Spark jobs with Azure Machine Learning.
 author: fbsolo-ms1
 ms.author: franksolomon
 ms.reviewer: yogipandey
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.custom: build-2023, devx-track-python
 ms.topic: how-to 
diff --git a/articles/machine-learning/reference-yaml-data.md b/articles/machine-learning/reference-yaml-data.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) data YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) data YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 ms.custom: cliv2
diff --git a/articles/machine-learning/reference-yaml-datastore-blob.md b/articles/machine-learning/reference-yaml-datastore-blob.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) Azure Blob datastore YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) Azure Blob datastore YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 ms.custom: cliv2
diff --git a/articles/machine-learning/reference-yaml-datastore-data-lake-gen1.md b/articles/machine-learning/reference-yaml-datastore-data-lake-gen1.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) Azure Data Lake Gen1 datastore YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) Azure Data Lake Gen1 datastore YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 ms.custom: cliv2
diff --git a/articles/machine-learning/reference-yaml-datastore-data-lake-gen2.md b/articles/machine-learning/reference-yaml-datastore-data-lake-gen2.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) Azure Data Lake Gen2 datastore YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) Azure Data Lake Gen2 datastore YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 ms.custom: cliv2
diff --git a/articles/machine-learning/reference-yaml-feature-entity.md b/articles/machine-learning/reference-yaml-feature-entity.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) feature entity YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) feature entity YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 author: fbsolo-ms1
diff --git a/articles/machine-learning/reference-yaml-feature-retrieval-spec.md b/articles/machine-learning/reference-yaml-feature-retrieval-spec.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) feature retrieval specification YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) feature retrieval specification YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 author: fbsolo-ms1
diff --git a/articles/machine-learning/reference-yaml-feature-set.md b/articles/machine-learning/reference-yaml-feature-set.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) feature set YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) feature set YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 author: fbsolo-ms1
diff --git a/articles/machine-learning/reference-yaml-feature-store.md b/articles/machine-learning/reference-yaml-feature-store.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) feature store YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) feature store YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 author: fbsolo-ms1
diff --git a/articles/machine-learning/reference-yaml-featureset-spec.md b/articles/machine-learning/reference-yaml-featureset-spec.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) feature set specification YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) feature set spec YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 author: fbsolo-ms1
diff --git a/articles/machine-learning/reference-yaml-mltable.md b/articles/machine-learning/reference-yaml-mltable.md
@@ -3,7 +3,7 @@ title: 'CLI (v2) MLtable YAML schema'
 titleSuffix: Azure Machine Learning
 description: Reference documentation for the CLI (v2) MLTable YAML schema.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: reference
 ms.custom: cliv2
diff --git a/articles/machine-learning/troubleshooting-managed-feature-store.md b/articles/machine-learning/troubleshooting-managed-feature-store.md
@@ -2,7 +2,7 @@
 title: Troubleshoot managed feature store errors
 description: Information required to troubleshoot common errors with the managed feature store in Azure Machine Learning.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.custom: build-2023, ignite-2023
 author: fbsolo-ms1
diff --git a/articles/machine-learning/v1/how-to-data-prep-synapse-spark-pool.md b/articles/machine-learning/v1/how-to-data-prep-synapse-spark-pool.md
@@ -3,7 +3,7 @@ title: Data wrangling with Apache Spark pools (deprecated)
 titleSuffix: Azure Machine Learning
 description: Learn how to attach and launch Apache Spark pools for data wrangling with Azure Synapse Analytics and Azure Machine Learning.
 services: machine-learning
-ms.service: machine-learning
+ms.service: azure-machine-learning
 ms.subservice: mldata
 ms.topic: how-to
 author: ynpandey
