diff --git a/docs/7-vector-search/3-implementing-vector-search.mdx b/docs/7-vector-search/3-implementing-vector-search.mdx
index 4106551b..543d33c9 100644
--- a/docs/7-vector-search/3-implementing-vector-search.mdx
+++ b/docs/7-vector-search/3-implementing-vector-search.mdx
@@ -1,6 +1,6 @@
 # 📘 Implementing Vector Search
 
-There are two components that you will need to do to implement vector search into your application.
+There are two components that you will need to implement vector search into your application.
 
 ## Vectorize your dataset
 
@@ -14,4 +14,4 @@ The second component is to vectorize your query. This is the same process as vec
 
 It is important to use the same encoder for both your dataset and your query. This is because the encoder learns a specific way to represent the data. If you use a different encoder, the vectors will be different and the search will not work.
 
-For this workshop, you will be using one of the provided functions to vectorize your query. Again, the full code to do this on your own is in the Create Vectors section.
\ No newline at end of file
+For this workshop, you will be using one of the provided functions to vectorize your query. Again, the full code to do this on your own is in the Create Vectors section.