diff --git a/chapters/en/unit2/cnns/convnext.mdx b/chapters/en/unit2/cnns/convnext.mdx
index 7e4a893dc..1fe9b0ed6 100644
--- a/chapters/en/unit2/cnns/convnext.mdx
+++ b/chapters/en/unit2/cnns/convnext.mdx
@@ -12,7 +12,7 @@ The key improvements are:
 - Training techniques
 - Macro design
 - ResNeXt-ify
-- Inverted Bottleneck.
+- Inverted bottleneck
 - Large Kernel Sizes.
 - Micro Design.