diff --git a/10_nlp.ipynb b/10_nlp.ipynb
index 64c24fb..a94cb99 100644
--- a/10_nlp.ipynb
+++ b/10_nlp.ipynb
@@ -739,7 +739,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "When dealing with images, we needed to resize them all to the same height and width before grouping them together in a mini-batch so they could stack together efficiently in a single tensor. Here it's going to be a little different, because one cannot simply resize text to a desired length. Also, we want our language model to read text in order, so that it can efficiently predict what the next word is. this means that each new batch should begin precisely where the previous one left off.\n",
+    "When dealing with images, we needed to resize them all to the same height and width before grouping them together in a mini-batch so they could stack together efficiently in a single tensor. Here it's going to be a little different, because one cannot simply resize text to a desired length. Also, we want our language model to read text in order, so that it can efficiently predict what the next word is. This means that each new batch should begin precisely where the previous one left off.\n",
     "\n",
     "Suppose we have the following text:\n",
     "\n",