From 72a616c6bd387f704f70239cce5afd1e273c1404 Mon Sep 17 00:00:00 2001
From: Urdatorn <urdatorn@hotmail.com>
Date: Wed, 19 Nov 2025 20:20:57 +0100
Subject: [PATCH] fixed typo Leiber > Leibler plus hyphen

---
 chapters/part4/divergence/index.html | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/chapters/part4/divergence/index.html b/chapters/part4/divergence/index.html
index 60ab250a..9e8d5156 100644
--- a/chapters/part4/divergence/index.html
+++ b/chapters/part4/divergence/index.html
@@ -31,14 +31,14 @@ <h3>Earth Mover's Distance</h3>
 
 <p>This value is very meaningful, but it doesn't have a closed form equation. Instead it is computed by solving a linear program. If the range of values that the random variables can take on is of size $n$, the linear program has a run time of $O(n^3 \cdot \log n)$ which is very slow.</p>
 
-<h3>Kullback Leiber Divergence</h3>
+<h3>Kullback-Leibler Divergence</h3>
 
 <p>Let $X$ and $Y$ be discrete random variables. Calculate the expected "excess surprise" from using Y as your Probability Mass Function instead of X when the actual Probability Mass Function is X.
 
 
 <p>
   <div class="bordered">
-    <p><b><i>Definition:</i></b> Kullback Leiber Divergence</p>
+    <p><b><i>Definition:</i></b> Kullback-Leibler Divergence</p>
   
     <p>Let $X$ and $Y$ be discrete random variables</p>