diff --git a/ch09/ch09.ipynb b/ch09/ch09.ipynb
index 9e17eea2..3d8cfb4d 100644
--- a/ch09/ch09.ipynb
+++ b/ch09/ch09.ipynb
@@ -509,7 +509,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "After we trained the logistic regression model as shown above, we know save the classifier along woth the stop words, Porter Stemmer, and `HashingVectorizer` as serialized objects to our local disk so that we can use the fitted classifier in our web application later."
+    "After we trained the logistic regression model as shown above, we now save the classifier along woth the stop words, Porter Stemmer, and `HashingVectorizer` as serialized objects to our local disk so that we can use the fitted classifier in our web application later."
    ]
   },
   {
@@ -1331,7 +1331,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.1"
   }
  },
  "nbformat": 4,