diff --git a/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb b/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb
index aab4085..cae066a 100644
--- a/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb
+++ b/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb
@@ -30,6 +30,31 @@
         "# limitations under the License."
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "1bf53JM8O4wr"
+      },
+      "source": [
+        "#Assess privacy risks with TensorFlow Privacy Secret Sharer Attack"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "TtYsuFkyPe1m"
+      },
+      "source": [
+        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
+        "  \u003ctd\u003e\n",
+        "    \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
+        "  \u003c/td\u003e\n",
+        "  \u003ctd\u003e\n",
+        "    \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n",
+        "  \u003c/td\u003e\n",
+        "\u003c/table\u003e"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -72,7 +97,7 @@
         "from IPython.display import clear_output\n",
         "\n",
         "!pip install tf-models-official\n",
-        "!pip install -e git+https://github.com/tensorflow/privacy.git\n",
+        "!pip install git+https://github.com/tensorflow/privacy.git\n",
         "clear_output()"
       ]
     },