Changed to Standard_NC6s_v3 because Standard_NC6 is deprecated.

.github/workflows/python-sdk-tutorial-auto-ml-classification-bank-marketing-all-features.yml

@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-classification-credit-card-fraud-local.yml

@@ -3,7 +3,7 @@ name: auto-ml-classification-credit-card-fraud-local
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 2 * * 2"
+    - cron: "0 3 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-classification-credit-card-fraud.yml

@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-classification-text-dnn.yml

@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-continuous-retraining.yml

@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-backtest-many-models.yml

@@ -48,7 +48,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-backtest-single-model.yml

@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-data-preparation.yml

@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-demand-tcn.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-demand-tcn
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 11 * * 2"
+    - cron: "0 12 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-energy-demand.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-energy-demand
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 10 * * 2"
+    - cron: "0 13 * * 2"
   pull_request:
     branches:
       - main

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-function.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-function
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 11 * * 2"
+    - cron: "0 14 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-github-dau.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-github-dau
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 12 * * 2"
+    - cron: "0 15 * * 2"
   pull_request:
     branches:
       - main

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-hierarchical-timeseries.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-hierarchical-timeseries
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 13 * * 2"
+    - cron: "0 16 * * 2"
   pull_request:
     branches:
       - main
@@ -48,7 +48,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-many-models.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-many-models
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 14 * * 2"
+    - cron: "0 17 * * 2"
   pull_request:
     branches:
       - main
@@ -48,7 +48,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-orange-juice-sales.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-orange-juice-sales
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 15 * * 2"
+    - cron: "0 18 * * 2"
   pull_request:
     branches:
       - main

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-pipelines.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-pipelines
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 16 * * 2"
+    - cron: "0 19 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-univariate-recipe-experiment-settings.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-univariate-recipe-experiment-settings
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 17 * * 2"
+    - cron: "0 20 * * 2"
   pull_request:
     branches:
       - main

.github/workflows/python-sdk-tutorial-auto-ml-forecasting-univariate-recipe-run-experiment.yml

@@ -3,7 +3,7 @@ name: auto-ml-forecasting-univariate-recipe-run-experiment
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 18 * * 2"
+    - cron: "0 21 * * 2"
   pull_request:
     branches:
       - main

.github/workflows/python-sdk-tutorial-auto-ml-image-classification-multiclass-batch-scoring.yml

@@ -3,7 +3,7 @@ name: auto-ml-image-classification-multiclass-batch-scoring
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 20 * * 2"
+    - cron: "0 23 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-image-classification-multiclass.yml

@@ -3,7 +3,7 @@ name: auto-ml-image-classification-multiclass
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 19 * * 2"
+    - cron: "0 22 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-image-classification-multilabel.yml

@@ -3,7 +3,7 @@ name: auto-ml-image-classification-multilabel
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 21 * * 2"
+    - cron: "0 0 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-image-instance-segmentation.yml

@@ -3,7 +3,7 @@ name: auto-ml-image-instance-segmentation
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 22 * * 2"
+    - cron: "0 1 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-image-object-detection.yml

@@ -3,7 +3,7 @@ name: auto-ml-image-object-detection
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 23 * * 2"
+    - cron: "0 2 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-regression-explanation-featurization.yml

@@ -3,7 +3,7 @@ name: auto-ml-regression-explanation-featurization
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 3 * * 2"
+    - cron: "0 6 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-auto-ml-regression.yml

@@ -3,7 +3,7 @@ name: auto-ml-regression
 on:
   workflow_dispatch:
   schedule:
-    - cron: "0 2 * * 2"
+    - cron: "0 5 * * 2"
   pull_request:
     branches:
       - main
@@ -45,7 +45,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/python-sdk-tutorial-automl-nlp-ner.yml

@@ -48,7 +48,7 @@ jobs:
     - name: azure login
       uses: azure/login@v1
       with:
-        creds: ${{secrets.AZ_CREDS}}
+        creds: ${{secrets.AZUREML_CREDENTIALS}}
     - name: Run update-azure-extensions
       run: |
          chmod +x ./v1/scripts/update-azure-extensions.sh

.github/workflows/sdk-jobs-automl-standalone-jobs-automl-image-instance-segmentation-task-fridge-items-automl-image-instance-segmentation-task-fridge-items.yml

@@ -9,7 +9,7 @@ name: sdk-jobs-automl-standalone-jobs-automl-image-instance-segmentation-task-fr
 on:
   workflow_dispatch:
   schedule:
-    - cron: "32 8/12 * * *"
+    - cron: "32 10/12 * * *"
   pull_request:
     branches:
       - main

v1/python-sdk/tutorials/automl-with-azureml/automl-nlp-multiclass/automl-nlp-text-classification-multiclass.ipynb

@@ -171,7 +171,7 @@
     "    print(\"Found existing cluster, use it.\")\n",
     "except ComputeTargetException:\n",
     "    compute_config = AmlCompute.provisioning_configuration(\n",
-    "        vm_size=\"STANDARD_NC6\", max_nodes=num_nodes  # use GPU Nodes\n",
+    "        vm_size=\"Standard_NC6s_v3\", max_nodes=num_nodes  # use GPU Nodes\n",
     "    )\n",
     "    compute_target = ComputeTarget.create(ws, amlcompute_cluster_name, compute_config)\n",
     "\n",

v1/python-sdk/tutorials/automl-with-azureml/automl-nlp-multilabel/automl-nlp-text-classification-multilabel.ipynb

@@ -158,7 +158,7 @@
     "    print(\"Found existing cluster, use it.\")\n",
     "except ComputeTargetException:\n",
     "    compute_config = AmlCompute.provisioning_configuration(\n",
-    "        vm_size=\"STANDARD_NC6\", max_nodes=num_nodes  # Use GPU Nodes\n",
+    "        vm_size=\"Standard_NC6s_v3\", max_nodes=num_nodes  # Use GPU Nodes\n",
     "    )\n",
     "    compute_target = ComputeTarget.create(ws, amlcompute_cluster_name, compute_config)\n",
     "\n",
@@ -252,7 +252,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now we can start the run with the prepared compute resource and datasets. On a `STANDARD_NC6` compute instance with one node, the training would take around 25 minutes, excluding activating nodes in the compute instance. Here, to make training faster, we will use a `STANDARD_NC6` instance with 2 nodes and enable parallel training.\n",
+    "Now we can start the run with the prepared compute resource and datasets. On a `Standard_NC6s_v3` compute instance with one node, the training would take around 25 minutes, excluding activating nodes in the compute instance. Here, to make training faster, we will use a `Standard_NC6s_v3` instance with 2 nodes and enable parallel training.\n",
     "\n",
     "To use distributed training, we need to set `enable_distributed_dnn_training = True` and `max_concurrent_iterations` to be the number of nodes available in you compute instance.\n",
     "\n",

v1/python-sdk/tutorials/automl-with-azureml/automl-nlp-ner/automl-nlp-ner.ipynb

@@ -155,7 +155,7 @@
     "    print(\"Found existing cluster, use it.\")\n",
     "except ComputeTargetException:\n",
     "    compute_config = AmlCompute.provisioning_configuration(\n",
-    "        vm_size=\"STANDARD_NC6\", max_nodes=num_nodes  # Use GPU only\n",
+    "        vm_size=\"Standard_NC6s_v3\", max_nodes=num_nodes  # Use GPU only\n",
     "    )\n",
     "    compute_target = ComputeTarget.create(ws, amlcompute_cluster_name, compute_config)\n",
     "\n",