diff --git a/website/docs/usage/deep-learning.jade b/website/docs/usage/deep-learning.jade
index a1252a4fe..fec01b4ba 100644
--- a/website/docs/usage/deep-learning.jade
+++ b/website/docs/usage/deep-learning.jade
@@ -4,9 +4,9 @@ include ../../_includes/_mixins
 
 p
     |  In this example, we'll be using #[+a("https://keras.io/") Keras], as
-    |  it's the most popular deep learning library for Python. Let's assume
-    |  you've written a custom sentiment analysis model that predicts whether a
-    |  document is positive or negative. Now you want to find which entities
+    |  it's the most popular deep learning library for Python. Using Keras,
+    |  we will write a custom sentiment analysis model that predicts whether a
+    |  document is positive or negative. Then, we will use it to find which entities
     |  are commonly associated with positive or negative documents. Here's a
     |  quick example of how that can look at runtime.