diff --git a/tensorflow_v2/notebooks/5_DataManagement/image_transformation.ipynb b/tensorflow_v2/notebooks/5_DataManagement/image_transformation.ipynb
index f2b060a65..fdd373619 100644
--- a/tensorflow_v2/notebooks/5_DataManagement/image_transformation.ipynb
+++ b/tensorflow_v2/notebooks/5_DataManagement/image_transformation.ipynb
@@ -43,7 +43,12 @@
    "outputs": [],
    "source": [
     "# Download an image.\n",
-    "d = requests.get(\"https://www.paristoolkit.com/Images/xeffel_view.jpg.pagespeed.ic.8XcZNqpzSj.jpg\")\n",
+    "# The previous host stopped serving this image. Wikimedia Commons has a stable\n",
+    "# copy, but requires a descriptive User-Agent rather than the requests default.\n",
+    "headers = {\"User-Agent\": \"TensorFlow-Examples (https://github.com/aymericdamien/TensorFlow-Examples)\"}\n",
+    "url = \"https://upload.wikimedia.org/wikipedia/commons/8/85/Tour_Eiffel_Wikimedia_Commons_%28cropped%29.jpg\"\n",
+    "d = requests.get(url, headers=headers, timeout=30)\n",
+    "d.raise_for_status()\n",
     "with open(\"image.jpeg\", \"wb\") as f:\n",
     "    f.write(d.content)"
    ]