diff --git a/index.html b/index.html
index 531f620..20d6655 100644
--- a/index.html
+++ b/index.html
@@ -24,7 +24,7 @@ To be published by MIT Press.
Chapter 7 - Gradients and initialization
Chapter 8 - Measuring performance
Chapter 9 - Regularization
- Chapter 10 - Convolutional netowrks
+ Chapter 10 - Convolutional networks
Chapter 11 - Residual networks
Chapter 12 - Transformers
Chapter 13 - Graph neural networks