diff --git a/nx/guides/advanced/complex_fft.livemd b/nx/guides/advanced/complex_fft.livemd
index 9371919c32..2721a23c82 100644
--- a/nx/guides/advanced/complex_fft.livemd
+++ b/nx/guides/advanced/complex_fft.livemd
@@ -89,7 +89,7 @@ end
 Example.rotate(z)
 ```
 
-## Discrete Fourrier Transform
+## Advanced Applications - The Discrete Fourier Transform (DFT)
 
 Suppose we have a periodic signal, and we want to sample it to understand the signal.