diff --git a/ch05/10_llm-training-speed/README.md b/ch05/10_llm-training-speed/README.md
index 2923f15..70cebcd 100644
--- a/ch05/10_llm-training-speed/README.md
+++ b/ch05/10_llm-training-speed/README.md
@@ -16,6 +16,8 @@ I plan to expand on the differences in a more detailed write-up sometime in the
 
 ![VS compare](https://sebastianraschka.com/images/LLMs-from-scratch-images/bonus/llm-training-speed/vs-code-compare.png)
 
+![PyTorch Tips](https://sebastianraschka.com/images/LLMs-from-scratch-images/bonus/pytorch-tips/pytorch-tips.webp?1)
+
 
  
 ## Single GPU speed comparisons