diff --git a/README.md b/README.md
index 0588b95..c632e4f 100644
--- a/README.md
+++ b/README.md
@@ -124,7 +124,7 @@ Here are some sample overlays...
 
 ![Overlay example](outputs/watermark-unavailable/overlays/overlay2.png)
 
-And the final step is to simply follow the above training procedure, b replacing the supposedly known watermark with our hand drawn overlay.
+And the final step is to simply follow the above training procedure, by replacing the supposedly known watermark with our hand drawn overlay.
 
 ## # Time for the results
 
@@ -162,4 +162,4 @@ A sample progress of the generator:
 
 As I said earlier, the outputs are highly realistic with almost unnoticeable artefacts.
 
-# Author - Rishik Mourya
\ No newline at end of file
+# Author - Rishik Mourya