diff --git a/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb b/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
index f33bcb3e2..98f6a00dd 100644
--- a/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
+++ b/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
@@ -1,16 +1,54 @@
 {
   "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "HiJG9Do4_-sm"
+      },
+      "source": [
+        "##### Copyright 2024 Google LLC."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "_fEE8rM9BUfS"
+      },
+      "outputs": [],
+      "source": [
+        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+        "# you may not use this file except in compliance with the License.\n",
+        "# You may obtain a copy of the License at\n",
+        "#\n",
+        "# https://www.apache.org/licenses/LICENSE-2.0\n",
+        "#\n",
+        "# Unless required by applicable law or agreed to in writing, software\n",
+        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+        "# See the License for the specific language governing permissions and\n",
+        "# limitations under the License."
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
         "id": "u71STQRgnQ3a"
       },
       "source": [
-        "Project: /gemma/_project.yaml\n",
-        "Book: /gemma/_book.yaml\n",
-        "\u003clink rel=\"stylesheet\" href=\"/site-assets/css/style.css\"\u003e\n",
         "# Fine-tune PaliGemma with JAX\n",
-        "\n"
+        "\n",
+        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
+        "\u003ctd\u003e\n",
+        "\u003ca target=\"_blank\" href=\"https://ai.google.dev/gemma/docs/paligemma/fine-tuning-paligemma\"\u003e\u003cimg src=\"https://ai.google.dev/static/site-assets/images/docs/notebook-site-button.png\" height=\"32\" width=\"32\" /\u003eView on ai.google.dev\u003c/a\u003e\n",
+        "\u003c/td\u003e\n",
+        "\u003ctd\u003e\n",
+        "\u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/paligemma/fine-tuning-paligemma.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/google/generative-ai-docs/blob/main/site/en/gemma/docs/paligemma/fine-tuning-paligemma.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\n"
       ]
     },
     {
@@ -19,18 +57,6 @@
         "id": "wR53lePHuiP-"
       },
       "source": [
-        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
-        "<td>\n",
-        "<a target=\"_blank\" href=\"https://ai.google.dev/gemma/docs/paligemma/fine-tuning-paligemma\"><img src=\"https://ai.google.dev/static/site-assets/images/docs/notebook-site-button.png\" height=\"32\" width=\"32\" />View on ai.google.dev</a>\n",
-        "</td>\n",
-        "<td>\n",
-        "<a target=\"_blank\" href=\"https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
-        "</td>\n",
-        "<td>\n",
-        "<a target=\"_blank\" href=\"https://github.com/google/generative-ai-docs/blob/main/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
-        "</td>\n",
-        "</table>\n",
-        "\n",
         "This notebook shows how to fine-tune [PaliGemma](https://ai.google.dev/gemma/docs/paligemma) on a vision-language task with [JAX](https://jax.readthedocs.io/en/latest/index.html). *Fine-tuning* is a process that can improve your model's performance on specific tasks or help the model adhere to specific output requirements when instructions aren't sufficient and you have a set of examples that demonstrate the outputs you want. Gemma-based models like PaliGemma require fine-tuning to produce expected results.\n",
         "\n",
         "### What's in this notebook\n",
@@ -858,4 +884,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
\ No newline at end of file
+}