diff --git a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
index c8e9c49c..ccbecb75 100644
--- a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
+++ b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
@@ -419,7 +419,7 @@
         "d = np.sum((w2v.vectors-qvec)**2,axis=1)\n",
         "min_idx = np.argmin(d)\n",
         "# find the corresponding word\n",
-        "w2v.index2word[min_idx]"
+        "w2v.index_to_key[min_idx]"
       ]
     },
     {