diff --git a/docs/images/fraud-detection-visual.png b/docs/images/fraud-detection-visual.png
new file mode 100644
index 000000000..c64e22898
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diff --git a/docs/samples/fraud_detection_demo.ipynb b/docs/samples/fraud_detection_demo.ipynb
index 8383c583f..ee77c5973 100644
--- a/docs/samples/fraud_detection_demo.ipynb
+++ b/docs/samples/fraud_detection_demo.ipynb
@@ -1,6 +1,7 @@
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@@ -29,6 +30,7 @@
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@@ -76,6 +78,7 @@
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@@ -315,6 +321,8 @@
     "    3. Tag the data: `is_fraud = 0` for non fraud, `1` for fraud. \n",
     "3. Upload data files to cloud so that the Feathr's target cluster can consume.\n",
     "\n",
+    "![Fraud Detection Workflow Visual](../images/fraud-detection-visual.png)\n",
+    "\n",
     "To learn more about the fraud detection scenario as well as the dataset source we use and the method we tag the transactions, please see [here](https://microsoft.github.io/r-server-fraud-detection/data-scientist.html)."
    ]
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@@ -712,6 +720,7 @@
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