Merge pull request #58089 from j-martens/master

cleanup

Author: Jak-MS

articles/machine-learning/service/how-to-build-deploy-onnx.md

@@ -14,7 +14,7 @@ ms.date: 09/24/2018
 
 # ONNX and Azure Machine Learning: Create and deploy interoperable AI models
 
-The [Open Neural Network Exchange](http://onnx.ai) (ONNX) format is an open standard for representing machine learning models. ONNX is supported by a [community of partners](http://onnx.ai/supported-tools), including Microsoft, who create compatible frameworks and tools. Microsoft is committed to open and interoperable AI so that data scientists and developers can:
+The [Open Neural Network Exchange](https://onnx.ai) (ONNX) format is an open standard for representing machine learning models. ONNX is supported by a [community of partners](https://onnx.ai/supported-tools), including Microsoft, who create compatible frameworks and tools. Microsoft is committed to open and interoperable AI so that data scientists and developers can:
 
 + Use the framework of their choice to create and train models
 + Deploy models cross-platform with minimal integration work
@@ -204,6 +204,6 @@ Get these notebooks:
 ## More info
 
 Learn more about ONNX or contribute to the project:
-+ [ONNX project website](http://onnx.ai)
++ [ONNX project website](https://onnx.ai)
 
 + [ONNX code on GitHub](https://github.com/onnx/onnx)

articles/machine-learning/service/how-to-vscode-tools.md

@@ -34,7 +34,7 @@ To work with Azure Machine Learning, we need to turn VS Code into a Python IDE.
 
 1. Launch VS Code.
 
-1. In a browser, visit: http://aka.ms/vscodetoolsforai. 
+1. In a browser, visit: https://aka.ms/vscodetoolsforai. 
 
 1. In that web page, click **Install**. 
 

articles/machine-learning/service/index.yml

@@ -48,15 +48,15 @@ sections:
     - html: <a href="tutorial-auto-train-models">Let us auto-generate and auto-tune a model for you</a>
     - html: <a href="tutorial-deploy-models-with-aml">Deploy a model as a web service</a>
   - type: paragraph
-    text: '<b>Sample notebooks</b>: Explore Azure Machine Learning with <a href="http://aka.ms/aml-notebooks">these Jupyter notebooks</a>, available on GitHub.'
+    text: '<b>Sample notebooks</b>: Explore Azure Machine Learning with <a href="https://aka.ms/aml-notebooks">these Jupyter notebooks</a>, available on GitHub.'
 
 - title: Reference
   items:
   - type: list
     style: unordered
     items:
-    - html: <a href="http://aka.ms/data-prep-sdk">Azure Machine Learning Data Prep SDK</a>
-    - html: <a href="http://aka.ms/aml-sdk">Azure Machine Learning SDK for Python (main SDK)</a>
+    - html: <a href="https://aka.ms/data-prep-sdk">Azure Machine Learning Data Prep SDK</a>
+    - html: <a href="https://aka.ms/aml-sdk">Azure Machine Learning SDK for Python (main SDK)</a>
     - html: <a href="https://aka.ms/aml-monitoring-sdk">Azure Machine Learning Monitoring SDK</a>
 
 - title: Other Azure Machine Learning Technologies

articles/machine-learning/service/toc.yml

@@ -10,6 +10,7 @@
     displayName: architecture
     href: concept-azure-machine-learning-architecture.md    
   - name: What's happening to Workbench?
+    displayName: desktop
     href: overview-what-happened-to-workbench.md 
 - name: Quickstarts
   items:
@@ -31,7 +32,7 @@
   items:
   - name: Jupyter notebooks (GitHub)
     displayName: example, examples
-    href: http://aka.ms/aml-notebooks
+    href: https://aka.ms/aml-notebooks
 - name: Concepts   
   items: 
   - name: Model management
@@ -48,7 +49,7 @@
   - name: Set up development environment 	
     items:    
     - name: Configure an environment
-      displayName: local, remote
+      displayName: local, remote, azure notebooks, notebook, jupyter, dsvm
       href: how-to-configure-environment.md
     - name: VS Code Tools for AI
       displayName: Visual Studio Code, vscode
@@ -70,7 +71,7 @@
   - name: Train models
     items:    
     - name: Set up training environments
-      displayName: compute target, train
+      displayName: compute target, dsvm, Data Science Virtual Machine, batchai, batch ai, local, cluster, aci, container instance, databricks, data lake, lake, hdi, hdinsights
       href: how-to-set-up-training-targets.md
     - name: Access data in training
       href: how-to-access-data.md
@@ -82,11 +83,12 @@
       - name: TensorFlow
         href: how-to-train-tensorflow.md  
     - name: Tune hyperparameters
+      displayName: parameter
       href: how-to-tune-hyperparameters.md    
     - name: Track experiments and metrics
       href: how-to-track-experiments.md
   - name: Automate machine learning
-    displayName: automl
+    displayName: automl, auto ml
     href: how-to-automated-ml.md	
     items:
     - name: Configure auto training
@@ -100,6 +102,7 @@
   - name: Deploy models	
     items:    
     - name: Where to deploy models
+      displayName: publish
       href: how-to-deploy-and-where.md
     - name: Deploy to ACI
       displayName: Azure Container Instances
@@ -125,17 +128,21 @@
     - name: Monitor with Application Insights  
       href: how-to-enable-app-insights.md 
   - name: Manage resource quotas
+    displayName: limits
     href: how-to-manage-quotas.md
   - name: Use the Machine Learning CLI
-    displayName: cli, command line, command-line
+    displayName: cli, command line, command-line, az,
     href: reference-azure-machine-learning-cli.md
 - name: Reference
   items:    
   - name: Machine learning SDK
-    href: http://aka.ms/aml-sdk
+    displayName: api, core, package
+    href: https://aka.ms/aml-sdk
   - name: Data prep SDK
-    href: http://aka.ms/data-prep-sdk
+    displayName: api, preparation, package
+    href: https://aka.ms/data-prep-sdk
   - name: Monitoring SDK
+    displayName: api, package
     href: https://aka.ms/aml-monitoring-sdk 
 - name: Resources
   items:  
@@ -146,12 +153,14 @@
   - name: Regional availability
     href: https://azure.microsoft.com/regions/services/
   - name: Release notes
+    displayName: what's new
     href: azure-machine-learning-release-notes.md  
   - name: Known issues
     href: resource-known-issues.md
   - name: Get support
     href: support-for-aml-services.md
   - name: Export and delete data
+    displayName: gdpr    
     href: how-to-export-delete-data.md
   - name: Deprecated docs
     items:  
@@ -160,7 +169,7 @@
       href: how-to-migrate.md    
     - name: Export or delete account data (deprecated)
       href: ../desktop-workbench/export-delete-experimentation-model-management-data-dsr.md
-    - name: Workbench quickstart
+    - name: Workbench quickstart (deprecated)
       href: ../desktop-workbench/quickstart-installation.md
     - name: 'Tutorial 1: Prepare data'
       href: ../desktop-workbench/tutorial-classifying-iris-part-1.md