diff --git a/05_pet_breeds.ipynb b/05_pet_breeds.ipynb
index 2f39d3a..289cec2 100644
--- a/05_pet_breeds.ipynb
+++ b/05_pet_breeds.ipynb
@@ -1252,7 +1252,7 @@
    "source": [
     "#### Taking the Log\n",
     "\n",
-    "Recall that cross entropy loss may involve the multiplication of many numbers.  Multiplying lots of negative numbers together can cause problems like [numerical underflow](https://en.wikipedia.org/wiki/Arithmetic_underflow) in computers.  Therefore, we want to transform these probabilities to larger values so we can perform mathematical operations on them.  There is a mathematical function that does exactly this: the *logarithm* (available as `torch.log`). It is not defined for numbers less than 0, and looks like this between 0 and 1:"
+    "Recall that cross entropy loss may involve the multiplication of many numbers.  Multiplying lots of small numbers together can cause problems like [numerical underflow](https://en.wikipedia.org/wiki/Arithmetic_underflow) in computers.  Therefore, we want to transform these probabilities to larger values so we can perform mathematical operations on them.  There is a mathematical function that does exactly this: the *logarithm* (available as `torch.log`). It is not defined for numbers less or equal than 0, and looks like this between 0 and 1:"
    ]
   },
   {