diff --git a/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb b/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
index a0d762e69..6f78a2f4d 100644
--- a/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
+++ b/site/en/gemma/docs/paligemma/fine-tuning-paligemma.ipynb
@@ -105,7 +105,7 @@
         "Before using PaliGemma for the first time, you must request access to the model through Kaggle by completing the following steps:\n",
         "\n",
         "1. Log in to [Kaggle](https://www.kaggle.com), or create a new Kaggle account if you don't already have one.\n",
-        "1. Go to the [PaliGemma model card](https://www.kaggle.com/models/google/paligemma/) and click **Request Access**.\n",
+        "1. Go to the [PaliGemma model card](https://www.kaggle.com/models/google/paligemma-2) and click **Request Access**.\n",
         "1. Complete the consent form and accept the terms and conditions."
       ]
     },
@@ -287,7 +287,7 @@
       "source": [
         "### Download the model checkpoint\n",
         "\n",
-        "PaliGemma includes several model variations. For this tutorial, you'll use the base [JAX/FLAX PaliGemma 3B weight model](https://www.kaggle.com/models/google/paligemma/jax/paligemma-3b-pt-224).\n",
+        "PaliGemma includes several model variations. For this tutorial, you'll use the base [JAX/FLAX PaliGemma 3B weight model](https://www.kaggle.com/models/google/paligemma-2/jax/paligemma2-3b-pt-224).\n",
         "\n",
         "Download the model checkpoint from Kaggle by running the following code. This process takes several minutes to complete."
       ]