From 46afdf334aef9b307a9aa8a45a05b4907bdccfa3 Mon Sep 17 00:00:00 2001
From: Chun Cai <amoycaic@gmail.com>
Date: Sun, 28 Apr 2024 16:01:40 +0800
Subject: [PATCH] Fix typo in Cauchy-Schwarz inequality

---
 overview-optconv.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/overview-optconv.md b/overview-optconv.md
index 084a5ee..2ec0d0e 100644
--- a/overview-optconv.md
+++ b/overview-optconv.md
@@ -63,7 +63,7 @@ $$f(x+\Delta) = f(x) + \int_0^1 \text{d}s ~ f'(x+s \Delta) \Delta \ . $$
 
 In addition, we'll make use of Lipschitz-continuity with constant $\mathcal L$:
 $|f(x+\Delta) + f(x)|\le \mathcal L \Delta$, and the well-known Cauchy-Schwartz inequality: 
-$ u^T v < |u| \cdot |v| $.
+$ u^T v \le |u| \cdot |v| $.
 
 ## Newton's method