diff --git a/04_training_linear_models.ipynb b/04_training_linear_models.ipynb
index 79eee2f..30b1b0f 100644
--- a/04_training_linear_models.ipynb
+++ b/04_training_linear_models.ipynb
@@ -23,7 +23,7 @@
     "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/ageron/handson-ml2/blob/master/04_training_linear_models.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/pizzaz93/handson-ml2/blob/add-kaggle-badge/04_training_linear_models.ipynb\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" /></a>\n",
+    "    <a target=\"_blank\" href=\"https://kaggle.com/kernels/welcome?src=https://github.com/pizzaz93/handson-ml2/blob/add-kaggle-badge/04_training_linear_models.ipynb\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" /></a>\n",
     "  </td>\n",
     "</table>"
    ]