diff --git a/tensorflow/contrib/eager/python/examples/nmt_with_attention/nmt_with_attention.ipynb b/tensorflow/contrib/eager/python/examples/nmt_with_attention/nmt_with_attention.ipynb
index 436e8877361..512605a17eb 100644
--- a/tensorflow/contrib/eager/python/examples/nmt_with_attention/nmt_with_attention.ipynb
+++ b/tensorflow/contrib/eager/python/examples/nmt_with_attention/nmt_with_attention.ipynb
@@ -688,7 +688,7 @@
         "    for t in range(max_length_targ):\n",
         "        predictions, dec_hidden, attention_weights = decoder(dec_input, dec_hidden, enc_out)\n",
         "        \n",
-        "        # storing the attention weigths to plot later on\n",
+        "        # storing the attention weights to plot later on\n",
         "        attention_weights = tf.reshape(attention_weights, (-1, ))\n",
         "        attention_plot[t] = attention_weights.numpy()\n",
         "\n",
@@ -842,4 +842,4 @@
       ]
     }
   ]
-}
\ No newline at end of file
+}