diff --git a/README.md b/README.md
index 67096a0..7b344c5 100644
--- a/README.md
+++ b/README.md
@@ -88,7 +88,7 @@ The mental model below summarizes the contents covered in this book.
 
 ## Hardware Requirements
 
-The code in the main chapters of this book is designed to run on conventional laptops within a reasonable timeframe and does not require specialized hardware. This approach ensures that a wide audience can engage with the material. Additionally, the code automatically utilizes GPUs if they are available.
+The code in the main chapters of this book is designed to run on conventional laptops within a reasonable timeframe and does not require specialized hardware. This approach ensures that a wide audience can engage with the material. Additionally, the code automatically utilizes GPUs if they are available. (Please see the [setup](https://github.com/rasbt/LLMs-from-scratch/blob/main/setup/README.md) doc for additional recommendations.)
 
  
 ## Bonus Material