diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb
index 34c45e7..b3d2320 100644
--- a/02_end_to_end_machine_learning_project.ipynb
+++ b/02_end_to_end_machine_learning_project.ipynb
@@ -3322,7 +3322,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Note: The default value for the `n_init` hyperparameter above will change from 10 to `\"auto\"` in Scikit-Learn 1.4, so I'm setting it explicitly to 10 to keep this notebook stable."
+    "**Warning**:\n",
+    "* There was a change in Scikit-Learn 1.3.0 which affected the random number generator for `KMeans` initialization. Therefore the results will be different than in the book if you use Scikit-Learn ≥ 1.3. That's not a problem as long as you don't expect the outputs to be perfectly identical.\n",
+    "* Throughout this notebook, when `n_init` was not set when creating a `KMeans` estimator, I explicitly set it to `n_init=10` to avoid a warning about the fact that the default value for this hyperparameter will change from 10 to `\"auto\"` in Scikit-Learn 1.4."
    ]
   },
   {