diff --git a/_modules/week-03.md b/_modules/week-03.md
index 59eff02..3e290af 100644
--- a/_modules/week-03.md
+++ b/_modules/week-03.md
@@ -5,7 +5,7 @@ status: Active
 ---
 
 Apr 16
-: **1**{: .label} 
+: **1**{: .label} GPUs
   : [Slides](assets/slides/5_gpus.pdf) • [Recording](https://podcast.ucsd.edu/watch/sp24/dsc291_d00/5)
 : *Reading:*
 * [GPU Performance Background User's Guide (required)](https://docs.nvidia.com/deeplearning/performance/dl-performance-gpu-background/index.html)
@@ -13,7 +13,7 @@ Apr 16
 
 
 Apr 18
-: **2**{: .label} 
+: **2**{: .label} GPUs compilation
   : [Slides](assets/slides/6_gpus-compilation.pdf) • [Recording](https://podcast.ucsd.edu/watch/sp24/dsc291_d00/6)
 : *Reading:*
 * [GPU Performance Background User's Guide (required)](https://docs.nvidia.com/deeplearning/performance/dl-performance-gpu-background/index.html)
diff --git a/assets/slides/6_gpus-compilation.pdf b/assets/slides/6_gpus-compilation.pdf
index e15a7b3..9130d10 100644
Binary files a/assets/slides/6_gpus-compilation.pdf and b/assets/slides/6_gpus-compilation.pdf differ