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--- wiki:ai:github-actions-azure-pipeline [2025/06/19 21:40] – [Github Pipeline Test] ddehamer
+++ wiki:ai:github-actions-azure-pipeline [2025/06/20 14:58] (current) – ddehamer
@@ Line 334: / Line 334: @@
 joblib.dump(clf, "outputs/model.joblib")
 print("✅ Model saved to ./outputs/model.joblib")
+</code>
+<code - .github/workflows/train-deploy.yml>
+name: Train and Register Model in Azure ML
+on:
+  push:
+    branches: [ main ]
+jobs:
+  train-register:
+    runs-on: ubuntu-latest
+    env:
+      AZURE_SUBSCRIPTION_ID: ${{ secrets.AZURE_SUBSCRIPTION_ID }}
+      AZURE_TENANT_ID: ${{ secrets.AZURE_TENANT_ID }}
+      AZURE_CLIENT_ID: ${{ secrets.AZURE_CLIENT_ID }}
+      AZURE_CLIENT_SECRET: ${{ secrets.AZURE_CLIENT_SECRET }}
+      AZURE_RESOURCE_GROUP: ${{ secrets.AZURE_RESOURCE_GROUP }}
+      AZURE_WORKSPACE_NAME: ${{ secrets.AZURE_WORKSPACE_NAME }}
+    steps:
+      - name: ✅ Checkout code
+        uses: actions/checkout@v4
+      - name: 🔐 Login to Azure
+        uses: azure/login@v1
+        with:
+          creds: ${{ secrets.AZURE_CREDENTIALS }}
+      - name: 🐍 Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.10'
+      - name: 📦 Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r requirements.txt
+          az extension add -n ml -y
+      - name: 🚀 Submit Azure ML pipeline job
+        run: |
+          az ml job create \
+            --file pipeline-job.yml \
+            --resource-group $AZURE_RESOURCE_GROUP \
+            --workspace-name $AZURE_WORKSPACE_NAME
 </code>

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