diff --git a/src/MLSD/ml-system-design.md b/src/MLSD/ml-system-design.md
index f220470..4434586 100644
--- a/src/MLSD/ml-system-design.md
+++ b/src/MLSD/ml-system-design.md
@@ -482,7 +482,7 @@ I observed there are certain sets of topics that are frequently brought up or ca
 
 # 4. ML at big tech companies  
 
-Once you learn about the basics, I highly recommend checking out different companies blogs on ML systems. You can refer to some of those resources in the [ML at Companies](ml-comapnies.md) section.
+Once you learn about the basics, I highly recommend checking out different companies blogs on ML systems. You can refer to some of those resources in the [ML at Companies](ml-companies.md) section.
 
 # More resources