diff --git a/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb b/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
index 98f6a00dd..7e33fdf3f 100644
--- a/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
+++ b/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
@@ -38,17 +38,17 @@
       "source": [
         "# Fine-tune PaliGemma with JAX\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"
+        "<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"
       ]
     },
     {
@@ -165,6 +165,26 @@
         "os.environ[\"KAGGLE_KEY\"] = userdata.get('KAGGLE_KEY')"
       ]
     },
+    {
+      "cell_type": "code",
+      "source": [
+        "#If you encounter issues with the cell above, please try using this one\n",
+        "!mkdir ~/.kaggle\n",
+        "!touch ~/.kaggle/kaggle.json\n",
+        "\n",
+        "api_token = {\"username\":\"KAGGLE_USERNAME\",\"key\":\"KAGGLE_KEY\"}\n",
+        "\n",
+        "import json\n",
+        "\n",
+        "with open('/root/.kaggle/kaggle.json', 'w') as file:\n",
+        "    json.dump(api_token, file)"
+      ],
+      "metadata": {
+        "id": "or4o3oaOD4xW"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -482,7 +502,7 @@
         "\n",
         "  image = tf.constant(image)\n",
         "  image = tf.image.resize(image, (size, size), method='bilinear', antialias=True)\n",
-        "  return image.numpy() / 127.5 - 1.0  # [0, 255]-\u003e[-1,1]\n",
+        "  return image.numpy() / 127.5 - 1.0  # [0, 255]->[-1,1]\n",
         "\n",
         "def preprocess_tokens(prefix, suffix=None, seqlen=None):\n",
         "  # Model has been trained to handle tokenized text composed of a prefix with\n",
@@ -622,12 +642,12 @@
         "    return f\"data:image/jpeg;base64,{image_b64}\"\n",
         "\n",
         "def render_example(image, caption):\n",
-        "  image = ((image + 1)/2 * 255).astype(np.uint8)  # [-1,1] -\u003e [0, 255]\n",
+        "  image = ((image + 1)/2 * 255).astype(np.uint8)  # [-1,1] -> [0, 255]\n",
         "  return f\"\"\"\n",
-        "    \u003cdiv style=\"display: inline-flex; align-items: center; justify-content: center;\"\u003e\n",
-        "        \u003cimg style=\"width:128px; height:128px;\" src=\"{render_inline(image, resize=(64,64))}\" /\u003e\n",
-        "        \u003cp style=\"width:256px; margin:10px; font-size:small;\"\u003e{html.escape(caption)}\u003c/p\u003e\n",
-        "    \u003c/div\u003e\n",
+        "    <div style=\"display: inline-flex; align-items: center; justify-content: center;\">\n",
+        "        <img style=\"width:128px; height:128px;\" src=\"{render_inline(image, resize=(64,64))}\" />\n",
+        "        <p style=\"width:256px; margin:10px; font-size:small;\">{html.escape(caption)}</p>\n",
+        "    </div>\n",
         "    \"\"\"\n",
         "\n",
         "html_out = \"\"\n",
@@ -744,7 +764,7 @@
         "    # Append to html output.\n",
         "    for example, response in zip(examples, responses):\n",
         "      outputs.append((example[\"image\"], response))\n",
-        "      if num_examples and len(outputs) \u003e= num_examples:\n",
+        "      if num_examples and len(outputs) >= num_examples:\n",
         "        return outputs"
       ]
     },
@@ -853,25 +873,8 @@
   "metadata": {
     "colab": {
       "gpuType": "T4",
-      "last_runtime": {
-        "build_target": "//learning/grp/tools/ml_python:ml_notebook",
-        "kind": "private"
-      },
       "private_outputs": true,
-      "provenance": [
-        {
-          "file_id": "17AiK8gRY7oiquQGkBH0d08PFQo3Kyx1I",
-          "timestamp": 1715287187925
-        },
-        {
-          "file_id": "1qZlJfPyfKRrNcz2shxQ93HnnE5Ge1LLn",
-          "timestamp": 1715019972450
-        },
-        {
-          "file_id": "1JFnlD2kSiTNexdPw_NYRtuW6uuSTI0kD",
-          "timestamp": 1714585741026
-        }
-      ],
+      "provenance": [],
       "toc_visible": true
     },
     "kernelspec": {