diff --git a/13_loading_and_preprocessing_data.ipynb b/13_loading_and_preprocessing_data.ipynb
index 02ab9bb..1299aec 100644
--- a/13_loading_and_preprocessing_data.ipynb
+++ b/13_loading_and_preprocessing_data.ipynb
@@ -1855,7 +1855,7 @@
    "source": [
     "import tensorflow_hub as hub\n",
     "\n",
-    "hub_layer = hub.KerasLayer(\"https://tfhub.dev/google/tf2-preview/nnlm-en-dim50/1\",\n",
+    "hub_layer = hub.KerasLayer(\"https://tfhub.dev/google/nnlm-en-dim50/2\",\n",
     "                           output_shape=[50], input_shape=[], dtype=tf.string)\n",
     "\n",
     "model = keras.Sequential()\n",