diff --git a/notebooks/responsible_ai/safety/solutions/gemini_safety_ratings.ipynb b/notebooks/responsible_ai/safety/solutions/gemini_safety_ratings.ipynb
index 2e0f3f70..cb7b9c08 100644
--- a/notebooks/responsible_ai/safety/solutions/gemini_safety_ratings.ipynb
+++ b/notebooks/responsible_ai/safety/solutions/gemini_safety_ratings.ipynb
@@ -30,7 +30,7 @@
     "id": "d975e698c9a4"
    },
    "source": [
-    "### ## Learning Objectives\n",
+    "## Learning Objectives\n",
     "\n",
     "In this notebook, you learn how to inspect the safety ratings returned from the Vertex AI Gemini API using the Python SDK and how to set a safety threshold to filter responses from the Vertex AI Gemini API.\n",
     "\n",
@@ -47,85 +47,6 @@
     "## Getting Started\n"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "HDBMQEnXsnRB"
-   },
-   "source": [
-    "### Install Vertex AI SDK for Python\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: pip in /home/jupyter/.local/lib/python3.10/site-packages (23.3.2)\n",
-      "Collecting pip\n",
-      "  Using cached pip-24.0-py3-none-any.whl.metadata (3.6 kB)\n",
-      "Using cached pip-24.0-py3-none-any.whl (2.1 MB)\n",
-      "Installing collected packages: pip\n",
-      "  Attempting uninstall: pip\n",
-      "    Found existing installation: pip 23.3.2\n",
-      "    Uninstalling pip-23.3.2:\n",
-      "      Successfully uninstalled pip-23.3.2\n",
-      "Successfully installed pip-23.3.1\n",
-      "Note: you may need to restart the kernel to use updated packages.\n",
-      "Requirement already satisfied: google-cloud-aiplatform in /home/jupyter/.local/lib/python3.10/site-packages (1.43.0)\n",
-      "Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1 in /home/jupyter/.local/lib/python3.10/site-packages (from google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (2.17.1)\n",
-      "Requirement already satisfied: google-auth<3.0.0dev,>=2.14.1 in /opt/conda/lib/python3.10/site-packages (from google-cloud-aiplatform) (2.25.2)\n",
-      "Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-aiplatform) (1.23.0)\n",
-      "Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5 in /home/jupyter/.local/lib/python3.10/site-packages (from google-cloud-aiplatform) (3.20.3)\n",
-      "Requirement already satisfied: packaging>=14.3 in /opt/conda/lib/python3.10/site-packages (from google-cloud-aiplatform) (23.2)\n",
-      "Requirement already satisfied: google-cloud-storage<3.0.0dev,>=1.32.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-aiplatform) (2.13.0)\n",
-      "Requirement already satisfied: google-cloud-bigquery<4.0.0dev,>=1.15.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-aiplatform) (3.13.0)\n",
-      "Requirement already satisfied: google-cloud-resource-manager<3.0.0dev,>=1.3.3 in /opt/conda/lib/python3.10/site-packages (from google-cloud-aiplatform) (1.11.0)\n",
-      "Requirement already satisfied: shapely<3.0.0dev in /home/jupyter/.local/lib/python3.10/site-packages (from google-cloud-aiplatform) (1.8.5.post1)\n",
-      "Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in /opt/conda/lib/python3.10/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (1.62.0)\n",
-      "Requirement already satisfied: requests<3.0.0.dev0,>=2.18.0 in /opt/conda/lib/python3.10/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (2.31.0)\n",
-      "Requirement already satisfied: grpcio<2.0dev,>=1.33.2 in /home/jupyter/.local/lib/python3.10/site-packages (from google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (1.60.0)\n",
-      "Requirement already satisfied: grpcio-status<2.0.dev0,>=1.33.2 in /home/jupyter/.local/lib/python3.10/site-packages (from google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (1.47.0)\n",
-      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /opt/conda/lib/python3.10/site-packages (from google-auth<3.0.0dev,>=2.14.1->google-cloud-aiplatform) (4.2.4)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.10/site-packages (from google-auth<3.0.0dev,>=2.14.1->google-cloud-aiplatform) (0.3.0)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.10/site-packages (from google-auth<3.0.0dev,>=2.14.1->google-cloud-aiplatform) (4.9)\n",
-      "Requirement already satisfied: google-cloud-core<3.0.0dev,>=1.6.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery<4.0.0dev,>=1.15.0->google-cloud-aiplatform) (2.4.1)\n",
-      "Requirement already satisfied: google-resumable-media<3.0dev,>=0.6.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery<4.0.0dev,>=1.15.0->google-cloud-aiplatform) (2.6.0)\n",
-      "Requirement already satisfied: python-dateutil<3.0dev,>=2.7.2 in /opt/conda/lib/python3.10/site-packages (from google-cloud-bigquery<4.0.0dev,>=1.15.0->google-cloud-aiplatform) (2.8.2)\n",
-      "Requirement already satisfied: grpc-google-iam-v1<1.0.0dev,>=0.12.4 in /opt/conda/lib/python3.10/site-packages (from google-cloud-resource-manager<3.0.0dev,>=1.3.3->google-cloud-aiplatform) (0.12.7)\n",
-      "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.10/site-packages (from google-cloud-storage<3.0.0dev,>=1.32.0->google-cloud-aiplatform) (1.5.0)\n",
-      "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /opt/conda/lib/python3.10/site-packages (from pyasn1-modules>=0.2.1->google-auth<3.0.0dev,>=2.14.1->google-cloud-aiplatform) (0.5.1)\n",
-      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil<3.0dev,>=2.7.2->google-cloud-bigquery<4.0.0dev,>=1.15.0->google-cloud-aiplatform) (1.16.0)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0.dev0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (3.3.2)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0.dev0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (3.6)\n",
-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0.dev0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (1.26.18)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests<3.0.0.dev0,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1->google-cloud-aiplatform) (2023.11.17)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
-   "source": [
-    "%pip install --upgrade pip\n",
-    "%pip install --upgrade google-cloud-aiplatform"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "R5Xep4W9lq-Z"
-   },
-   "source": [
-    "### Restart current runtime\n",
-    "\n",
-    "To use the newly installed packages in this Jupyter runtime, you must restart the runtime. You can do this by running the cell below, which will restart the current kernel."
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {