diff --git a/6-NLP/1-Introduction-to-NLP/README.md b/6-NLP/1-Introduction-to-NLP/README.md
index ea244c74..58e8aa78 100644
--- a/6-NLP/1-Introduction-to-NLP/README.md
+++ b/6-NLP/1-Introduction-to-NLP/README.md
@@ -17,7 +17,7 @@ You will learn about:
 
 ## Computational linguistics
 
-Computational linguistics is an area of research and development over many decades that studies how computers can work with, and even understand, translate, and communicate with languages. natural language processing (NLP) is a related field focused on how computers can process 'natural', or human, languages.
+Computational linguistics is an area of research and development over many decades that studies how computers can work with, and even understand, translate, and communicate with languages. Natural language processing (NLP) is a related field focused on how computers can process 'natural', or human, languages.
 
 ### Example - phone dictation
 
@@ -133,7 +133,7 @@ Let's create the bot next. We'll start by defining some phrases.
     It was nice talking to you, goodbye!
     ```
 
-    One possible solution to the task is [here](../solution/bot.py)
+    One possible solution to the task is [here](https://github.com/edgargonarr/ML-For-Beginners/tree/main/6-NLP/1-Introduction-to-NLP/solution)
 
     ✅ Stop and consider