diff --git a/docs/scalars_and_keras.ipynb b/docs/scalars_and_keras.ipynb
index 076e43bc49..52f774c15d 100644
--- a/docs/scalars_and_keras.ipynb
+++ b/docs/scalars_and_keras.ipynb
@@ -316,6 +316,15 @@
         "Not bad!"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "bom4MdeewRKW"
+      },
+      "source": [
+        "**Important Note**: If you want to visualize `Metrics` (example, `Accuracy`) as well, you have to add `metrics` argument in `model.compile`."
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {