diff --git a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
index e11b248b..6556058e 100644
--- a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
+++ b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
@@ -292,6 +292,16 @@
         "> **Note:** When you first create word vectors, downloading them can take some time!"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "import gensim.downloader as api\n",
+        "w2v = api.load('word2vec-google-news-300')"
+      ]
+    },
     {
       "cell_type": "code",
       "execution_count": 12,
@@ -409,7 +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]"
       ]
     },
     {