Updating link to context file

Author: garyericson

articles/azure-sql/toc.yml

@@ -766,87 +766,87 @@
         - name: Python
           items:
           - name: Run Python scripts
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-create-script?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-create-script?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Data structures and objects
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-data-structures?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-data-structures?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Python functions
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-functions?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-functions?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Train and score a model
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-train-score-model?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-python-train-score-model?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
         - name: R
           items:
           - name: Run R scripts
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-create-script?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-create-script?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Data types and objects
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-data-types-and-objects?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-data-types-and-objects?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: R functions
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-functions?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-functions?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Train and score a model
-            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-train-score-model?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/tutorials/quickstart-r-train-score-model?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
       - name: Tutorials
         items:
         - name: Python
           items:
           - name: Ski rental (linear regression)
             items:
             - name: 1 - Introduction
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 2 - Prepare data
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression-prepare-data?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression-prepare-data?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 3 - Train model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression-train-model?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression-train-model?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 4 - Deploy model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression-deploy-model?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-ski-rental-linear-regression-deploy-model?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Categorize customers (k-means clustering)
             items:
             - name: 1 - Introduction
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 2 - Prepare the data
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model-prepare-data?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model-prepare-data?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 3 - Create the model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model-build?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model-build?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 4 - Deploy the model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model-deploy?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/python-clustering-model-deploy?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
         - name: R
           items:
           - name: Ski rental (decision tree)
             items:
             - name: 1 - Introduction
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-introduction?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-introduction?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 2 - Prepare data
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-prepare-data?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-prepare-data?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 3 - Train model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-train?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-train?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 4 - Deploy model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-deploy?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-predictive-model-deploy?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Categorize customers (k-means clustering)
             items:
             - name: 1 - Introduction
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-introduction?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-introduction?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 2 - Prepare the data
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-prepare-data?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-prepare-data?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 3 - Create the model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-build?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-build?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
             - name: 4 - Deploy the model
-              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-deploy?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+              href: https://docs.microsoft.com/sql/machine-learning/tutorials/r-clustering-model-deploy?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
       - name: Manage Python, R packages
         items:
         - name: Python
           items:
           - name: Get Python package information
-            href: https://docs.microsoft.com/sql/machine-learning/package-management/python-package-information?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/package-management/python-package-information?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Install with sqlmlutils
-            href: https://docs.microsoft.com/sql/machine-learning/package-management/install-additional-python-packages-on-sql-server?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/package-management/install-additional-python-packages-on-sql-server?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
         - name: R
           items:
           - name: Get R package information
-            href: https://docs.microsoft.com/sql/machine-learning/package-management/r-package-information?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/package-management/r-package-information?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Install with sqlmlutils
-            href: https://docs.microsoft.com/sql/machine-learning/package-management/install-additional-r-packages-on-sql-server?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/package-management/install-additional-r-packages-on-sql-server?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Create a miniCRAN repo
-            href: https://docs.microsoft.com/sql/machine-learning/package-management/create-a-local-package-repository-using-minicran?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/package-management/create-a-local-package-repository-using-minicran?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
           - name: Tips for using R packages
-            href: https://docs.microsoft.com/sql/machine-learning/package-management/tips-for-using-r-packages?context=/azure/sql-database/context/ml-context&view=sql-server-ver15
+            href: https://docs.microsoft.com/sql/machine-learning/package-management/tips-for-using-r-packages?context=/azure/azure-sql/managed-instance/context/ml-context&view=sql-server-ver15
 
 
     - name: Features