Merge pull request #217249 from Blackmist/freshness

19BMG00 · web-flow · commit 8c4ba7e8855d · 2022-11-04T11:50:19.000-07:00
BULK UPDATE of date/author data
diff --git a/articles/machine-learning/algorithm-cheat-sheet.md b/articles/machine-learning/algorithm-cheat-sheet.md
@@ -9,7 +9,7 @@ ms.topic: conceptual
 
 author: lgayhardt
 ms.author: lagayhar
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 adobe-target: true
 ---
 # Machine Learning Algorithm Cheat Sheet for Azure Machine Learning designer
diff --git a/articles/machine-learning/batch-inference/how-to-use-batch-endpoint.md b/articles/machine-learning/batch-inference/how-to-use-batch-endpoint.md
@@ -9,7 +9,7 @@ ms.topic: conceptual
 author: dem108
 ms.author: sehan
 ms.reviewer: larryfr
-ms.date: 05/24/2022
+ms.date: 11/04/2022
 ms.custom: how-to, devplatv2, event-tier1-build-2022, ignite-2022
 #Customer intent: As an ML engineer or data scientist, I want to create an endpoint to host my models for batch scoring, so that I can use the same endpoint continuously for different large datasets on-demand or on-schedule.
 ---
diff --git a/articles/machine-learning/concept-azure-machine-learning-v2.md b/articles/machine-learning/concept-azure-machine-learning-v2.md
@@ -10,7 +10,7 @@ ms.topic: conceptual
 ms.author: balapv
 author: balapv
 ms.reviewer: sgilley
-ms.date: 04/29/2022
+ms.date: 11/04/2022
 #Customer intent: As a data scientist, I want to understand the big picture about how Azure Machine Learning works.
 ---
 
diff --git a/articles/machine-learning/concept-component.md b/articles/machine-learning/concept-component.md
@@ -8,7 +8,7 @@ ms.subservice: core
 ms.author: keli19
 author: likebupt
 ms.reviewer: lagayhar
-ms.date:  05/10/2022
+ms.date: 11/04/2022
 ms.topic: conceptual
 ms.custom: event-tier1-build-2022
 ---
diff --git a/articles/machine-learning/concept-data.md b/articles/machine-learning/concept-data.md
@@ -9,7 +9,7 @@ ms.topic: conceptual
 ms.reviewer: larryfr
 author: samuel100
 ms.author: samkemp
-ms.date: 05/11/2022
+ms.date: 11/04/2022
 ms.custom: devx-track-python, data4ml, event-tier1-build-2022
 #Customer intent: As an experienced Python developer, I need to securely access my data in my Azure storage solutions and use it to accomplish my machine learning tasks.
 ---
diff --git a/articles/machine-learning/concept-deep-learning-vs-machine-learning.md b/articles/machine-learning/concept-deep-learning-vs-machine-learning.md
@@ -8,7 +8,7 @@ ms.subservice: core
 ms.topic: conceptual
 ms.author: lagayhar
 author: lgayhardt
-ms.date: 04/12/2021
+ms.date: 11/04/2022
 ms.custom: contperf-fy21q1,contperfq1
 ---
 
diff --git a/articles/machine-learning/concept-environments.md b/articles/machine-learning/concept-environments.md
@@ -9,7 +9,7 @@ ms.topic: conceptual
 author: ositanachi  
 ms.author: osiotugo 
 ms.reviewer: larryfr
-ms.date: 09/23/2021
+ms.date: 11/04/2022
 ---
 
 # What are Azure Machine Learning environments?
diff --git a/articles/machine-learning/concept-mlflow-models.md b/articles/machine-learning/concept-mlflow-models.md
@@ -7,7 +7,7 @@ author: santiagxf
 ms.author: fasantia
 ms.service: machine-learning
 ms.subservice: mlops
-ms.date: 07/8/2022
+ms.date: 11/04/2022
 ms.topic: conceptual
 ms.custom: devx-track-python, cliv2, sdkv2
 ---
diff --git a/articles/machine-learning/concept-onnx.md b/articles/machine-learning/concept-onnx.md
@@ -9,7 +9,7 @@ ms.topic: conceptual
 ms.author: osomorog
 author: abeomor
 ms.reviewer: mopeakande
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 ms.custom: seodec18
 ---
 
diff --git a/articles/machine-learning/concept-prebuilt-docker-images-inference.md b/articles/machine-learning/concept-prebuilt-docker-images-inference.md
@@ -7,7 +7,7 @@ ms.service: machine-learning
 ms.subservice: core
 ms.author: sehan
 author: dem108
-ms.date: 07/14/2022
+ms.date: 11/04/2022
 ms.topic: conceptual
 ms.reviewer: mopeakande
 ms.custom: deploy, docker, prebuilt
diff --git a/articles/machine-learning/concept-secure-code-best-practice.md b/articles/machine-learning/concept-secure-code-best-practice.md
@@ -9,7 +9,7 @@ ms.topic: conceptual
 ms.author: deeikele
 author: deeikele 
 ms.reviewer: larryfr
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 ---
 
 # Secure code best practices with Azure Machine Learning
diff --git a/articles/machine-learning/concept-sourcing-human-data.md b/articles/machine-learning/concept-sourcing-human-data.md
@@ -5,7 +5,7 @@ author: nhu-do-1
 ms.author: nhudo
 ms.service: machine-learning
 ms.topic: conceptual 
-ms.date: 05/05/2022 
+ms.date: 11/04/2022
 ms.custom: responsible-ml 
 ---
 # What is "human data" and why is it important to source responsibly?
diff --git a/articles/machine-learning/concept-v2.md b/articles/machine-learning/concept-v2.md
@@ -9,7 +9,7 @@ ms.topic: conceptual
 ms.author: balapv
 author: balapv
 ms.reviewer: sgilley
-ms.date: 04/29/2022
+ms.date: 11/04/2022
 ms.custom: cliv2, sdkv2, event-tier1-build-2022, ignite-2022
 #Customer intent: As a data scientist, I want to know whether to use v1 or v2 of CLI, SDK.
 ---
diff --git a/articles/machine-learning/how-to-access-terminal.md b/articles/machine-learning/how-to-access-terminal.md
@@ -10,7 +10,7 @@ ms.service: machine-learning
 ms.subservice: core
 ms.custom: event-tier1-build-2022
 ms.topic: how-to
-ms.date: 02/05/2021
+ms.date: 11/04/2022
 #Customer intent: As a data scientist, I want to use Git, install packages and add kernels to a compute instance in my workspace in Azure Machine Learning studio.
 ---
 
diff --git a/articles/machine-learning/how-to-authenticate-online-endpoint.md b/articles/machine-learning/how-to-authenticate-online-endpoint.md
@@ -8,7 +8,7 @@ ms.subservice: mlops
 author: dem108
 ms.author: sehan
 ms.reviewer: mopeakande
-ms.date: 05/10/2022
+ms.date: 11/04/2022
 ms.topic: how-to
 ms.custom: how-to, devplatv2, cliv2, event-tier1-build-2022, ignite-2022
 ---
diff --git a/articles/machine-learning/how-to-autoscale-endpoints.md b/articles/machine-learning/how-to-autoscale-endpoints.md
@@ -10,7 +10,7 @@ ms.author: shnagata
 ms.reviewer: mopeakande
 ms.custom: devplatv2, cliv2, event-tier1-build-2022
 
-ms.date: 04/27/2022
+ms.date: 11/04/2022
 ---
 # Autoscale an online endpoint
 
diff --git a/articles/machine-learning/how-to-high-availability-machine-learning.md b/articles/machine-learning/how-to-high-availability-machine-learning.md
@@ -10,7 +10,7 @@ ms.topic: how-to
 ms.author: jhirono
 author: jhirono
 ms.reviewer: larryfr
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 ---
 
 # Failover for business continuity and disaster recovery
diff --git a/articles/machine-learning/how-to-link-synapse-ml-workspaces.md b/articles/machine-learning/how-to-link-synapse-ml-workspaces.md
@@ -6,10 +6,10 @@ services: machine-learning
 ms.service: machine-learning
 ms.subservice: mldata
 ms.topic: how-to
-ms.author: larryfr
-author: blackmist
-ms.reviewer: nibaccam
-ms.date: 10/21/2021
+ms.author: jhirono
+author: jhirono
+ms.reviewer: larryfr
+ms.date: 11/04/2022
 ms.custom: devx-track-python, data4ml, synapse-azureml, contperf-fy21q4, sdkv1, event-tier1-build-2022
 #Customer intent: As a workspace administrator, I want to link Azure Synapse workspaces and Azure Machine Learning workspaces and attach Apache Spark pools for a unified data wrangling experience.
 ---
diff --git a/articles/machine-learning/how-to-machine-learning-fairness-aml.md b/articles/machine-learning/how-to-machine-learning-fairness-aml.md
@@ -8,7 +8,7 @@ ms.subservice: enterprise-readiness
 ms.author: mesameki
 author: mesameki
 ms.reviewer: lagayhar
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 ms.topic: how-to
 ms.custom: devx-track-python, responsible-ml, sdkv1, event-tier1-build-2022
 ---
diff --git a/articles/machine-learning/how-to-machine-learning-interpretability.md b/articles/machine-learning/how-to-machine-learning-interpretability.md
@@ -10,7 +10,7 @@ ms.author: mesameki
 author: mesameki
 ms.reviewer: lgayhardt
 ms.custom: responsible-ml, mktng-kw-nov2021, event-tier1-build-2022
-ms.date: 08/17/2022
+ms.date: 11/04/2022
 ---
 
 # Model interpretability (preview)
diff --git a/articles/machine-learning/how-to-train-mlflow-projects.md b/articles/machine-learning/how-to-train-mlflow-projects.md
@@ -8,7 +8,7 @@ ms.author: fasantia
 ms.reviewer: mopeakande
 ms.service: machine-learning
 ms.subservice: core
-ms.date: 06/16/2021
+ms.date: 11/04/2022
 ms.topic: conceptual
 ms.custom: how-to, devx-track-python, sdkv1, event-tier1-build-2022
 ---
diff --git a/articles/machine-learning/how-to-train-with-ui.md b/articles/machine-learning/how-to-train-with-ui.md
@@ -9,7 +9,7 @@ ms.topic: how-to
 ms.custom: devplatv2, event-tier1-build-2022
 author: wenxwei
 ms.author: wenxwei
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 ms.reviewer: laobri
 ---
 
diff --git a/articles/machine-learning/how-to-troubleshoot-online-endpoints.md b/articles/machine-learning/how-to-troubleshoot-online-endpoints.md
@@ -8,7 +8,7 @@ ms.subservice: mlops
 author: shohei1029
 ms.author:  shnagata
 ms.reviewer: mopeakande
-ms.date: 04/12/2022
+ms.date: 11/04/2022
 ms.topic: troubleshooting
 ms.custom: devplatv2, devx-track-azurecli, cliv2, event-tier1-build-2022, sdkv2, ignite-2022
 #Customer intent: As a data scientist, I want to figure out why my online endpoint deployment failed so that I can fix it.
diff --git a/articles/machine-learning/how-to-troubleshoot-protobuf-descriptor-error.md b/articles/machine-learning/how-to-troubleshoot-protobuf-descriptor-error.md
@@ -8,7 +8,7 @@ ms.subservice: core
 author: Blackmist
 ms.author: larryfr
 ms.topic: troubleshooting 
-ms.date: 06/22/2022
+ms.date: 11/04/2022
 ---
 
 # Troubleshoot `descriptors cannot not be created directly` error
diff --git a/articles/machine-learning/how-to-troubleshoot-serialization-error.md b/articles/machine-learning/how-to-troubleshoot-serialization-error.md
@@ -8,7 +8,7 @@ ms.subservice: core
 author: Blackmist
 ms.author: larryfr
 ms.topic: troubleshooting 
-ms.date: 06/15/2022
+ms.date: 11/04/2022
 ---
 
 
diff --git a/articles/machine-learning/how-to-use-mlflow-cli-runs.md b/articles/machine-learning/how-to-use-mlflow-cli-runs.md
@@ -8,7 +8,7 @@ ms.author: fasantia
 ms.reviewer: mopeakande
 ms.service: machine-learning
 ms.subservice: mlops
-ms.date: 04/08/2022
+ms.date: 11/04/2022
 ms.topic: how-to
 ms.custom: devx-track-python, mlflow, devx-track-azurecli, cliv2, devplatv2, event-tier1-build-2022
 ms.devlang: azurecli
diff --git a/articles/machine-learning/how-to-view-online-endpoints-costs.md b/articles/machine-learning/how-to-view-online-endpoints-costs.md
@@ -8,7 +8,7 @@ author: dem108
 ms.author: sehan
 ms.reviewer: mopeakande
 ms.subservice: core
-ms.date: 05/03/2021
+ms.date: 11/04/2022
 ms.topic: conceptual
 ms.custom: how-to, deploy, devplatv2, event-tier1-build-2022
 ---
diff --git a/articles/machine-learning/overview-what-happened-to-workbench.md b/articles/machine-learning/overview-what-happened-to-workbench.md
@@ -5,11 +5,11 @@ description: Azure Machine Learning is an integrated data science solution to mo
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
-ms.topic: how-to
+ms.topic: reference
 ms.custom: sdkv1, event-tier1-build-2022, ignite-2022
 ms.author: larryfr
 author: BlackMist
-ms.date: 07/01/2022
+ms.date: 11/04/2022
 ---
 # What happened to Azure Machine Learning Workbench?
 
diff --git a/articles/machine-learning/v1/how-to-auto-train-models-v1.md b/articles/machine-learning/v1/how-to-auto-train-models-v1.md
@@ -6,10 +6,10 @@ services: machine-learning
 ms.service: machine-learning
 ms.subservice: automl
 ms.topic: how-to
-author: blackmist
-ms.author: larryfr
-ms.reviewer: sgilley
-ms.date: 10/21/2021
+author: manashgoswami 
+ms.author: magoswam
+ms.reviewer: ssalgado 
+ms.date: 11/04/2022
 ms.custom: devx-track-python, automl, FY21Q4-aml-seo-hack, contperf-fy21q4, sdkv1, event-tier1-build-2022
 ---
 
diff --git a/articles/machine-learning/v1/how-to-debug-pipelines.md b/articles/machine-learning/v1/how-to-debug-pipelines.md
@@ -5,9 +5,9 @@ description: How to troubleshoot when you get errors running a machine learning
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: mlops
-author: blackmist
-ms.author: larryfr
-ms.date: 10/21/2021
+ms.author: zhanxia
+author: xiaoharper
+ms.date: 11/04/2022
 ms.topic: troubleshooting
 ms.custom: troubleshooting, devx-track-python, contperf-fy21q2, sdkv1, event-tier1-build-2022
 #Customer intent: As a data scientist, I want to figure out why my pipeline doesn't run so that I can fix it.
diff --git a/articles/machine-learning/v1/how-to-deploy-azure-container-instance.md b/articles/machine-learning/v1/how-to-deploy-azure-container-instance.md
@@ -7,10 +7,10 @@ ms.service: machine-learning
 ms.subservice: mlops
 ms.topic: how-to
 ms.custom: deploy, cliv1, sdkv1
-ms.author: larryfr
-author: blackmist
+ms.author: bozhlin
+author: bozhong68
 ms.reviewer: larryfr
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 ---
 
 # Deploy a model to Azure Container Instances with CLI (v1)
diff --git a/articles/machine-learning/v1/how-to-deploy-fpga-web-service.md b/articles/machine-learning/v1/how-to-deploy-fpga-web-service.md
@@ -5,10 +5,10 @@ description: Learn about field-programmable gate arrays. You can deploy a web se
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: mlops
+ms.author: bozhlin
+author: bozhong68
 ms.reviewer: larryfr
-ms.author: larryfr
-author: blackmist
-ms.date: 10/21/2021
+ms.date: 11/04/2022
 ms.topic: how-to
 ms.custom: contperf-fy21q2, devx-track-python, deploy, sdkv1, event-tier1-build-2022
 ---
diff --git a/articles/machine-learning/v1/how-to-deploy-mlflow-models.md b/articles/machine-learning/v1/how-to-deploy-mlflow-models.md
@@ -3,11 +3,12 @@ title: Deploy MLflow models as web services
 titleSuffix: Azure Machine Learning
 description:  Set up MLflow with Azure Machine Learning to deploy your ML models as an Azure web service.
 services: machine-learning
-author: blackmist
-ms.author: larryfr
+author: santiagxf
+ms.author: fasantia
+ms.reviewer: mopeakande
 ms.service: machine-learning
 ms.subservice: core
-ms.date: 10/25/2021
+ms.date: 11/04/2022
 ms.topic: how-to
 ms.custom: devx-track-python, sdkv1
 ---
diff --git a/articles/machine-learning/v1/how-to-deploy-profile-model.md b/articles/machine-learning/v1/how-to-deploy-profile-model.md
@@ -5,11 +5,12 @@ description: Use CLI (v1) or SDK (v1) to profile your model before deployment. P
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
-ms.date: 07/01/2022
+ms.date: 11/04/2022
 ms.topic: how-to
 zone_pivot_groups: aml-control-methods
-ms.author: larryfr
-author: blackmist
+ms.reviewer: larryfr
+author: ositanachi
+ms.author: osiotugo
 ms.custom: deploy, cliv1, sdkv1
 ---
 
diff --git a/articles/machine-learning/v1/how-to-deploy-update-web-service.md b/articles/machine-learning/v1/how-to-deploy-update-web-service.md
@@ -6,9 +6,10 @@ description: Learn how to refresh a web service that is already deployed in Azur
 ms.service: machine-learning
 ms.subservice: mlops
 ms.topic: how-to
-ms.author: larryfr
-author: blackmist
-ms.date: 07/28/2022
+ms.author: bozhlin
+author: bozhong68
+ms.reviewer: larryfr
+ms.date: 11/04/2022
 ms.custom: deploy, cliv1, sdkv1, event-tier1-build-2022
 ---
 
diff --git a/articles/machine-learning/v1/how-to-enable-app-insights.md b/articles/machine-learning/v1/how-to-enable-app-insights.md
@@ -5,9 +5,10 @@ description: Learn how to collect data from models deployed to web service endpo
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: mlops
-ms.author: larryfr
-author: blackmist
-ms.date: 01/04/2022
+ms.author: alehughes
+author: ahughes-msft
+ms.reviewer: larryfr
+ms.date: 11/04/2022
 ms.topic: how-to
 ms.custom: devx-track-python, data4ml, sdkv1, event-tier1-build-2022
 ---
diff --git a/articles/machine-learning/v1/how-to-train-keras.md b/articles/machine-learning/v1/how-to-train-keras.md
@@ -5,10 +5,10 @@ description: Learn how to train and register a Keras deep neural network classif
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
-ms.author: larryfr
-author: blackmist
-ms.reviewer: peterlu
-ms.date: 09/28/2020
+ms.author: balapv
+author: balapv
+ms.reviewer: mopeakande
+ms.date: 11/04/2022
 ms.topic: how-to
 ms.custom: sdkv1, event-tier1-build-2022
 #Customer intent: As a Python Keras developer, I need to combine open-source with a cloud platform to train, evaluate, and deploy my deep learning models at scale.
diff --git a/articles/machine-learning/v1/how-to-train-pytorch.md b/articles/machine-learning/v1/how-to-train-pytorch.md
diff --git a/articles/machine-learning/v1/how-to-train-scikit-learn.md b/articles/machine-learning/v1/how-to-train-scikit-learn.md
diff --git a/articles/machine-learning/v1/how-to-train-tensorflow.md b/articles/machine-learning/v1/how-to-train-tensorflow.md
diff --git a/articles/machine-learning/v1/how-to-use-automlstep-in-pipelines.md b/articles/machine-learning/v1/how-to-use-automlstep-in-pipelines.md
diff --git a/articles/machine-learning/v1/how-to-use-synapsesparkstep.md b/articles/machine-learning/v1/how-to-use-synapsesparkstep.md
