From ade397fed62e461208369e824ce3339931d09ade Mon Sep 17 00:00:00 2001
From: Nathan-McJames <72814553+Nathan-McJames@users.noreply.github.com>
Date: Sat, 1 Nov 2025 23:04:14 +0000
Subject: [PATCH] Update gp-inference.md

Suggesting a re-ordering of the legend in the figure to match the data.
---
 chapter_gaussian-processes/gp-inference.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/chapter_gaussian-processes/gp-inference.md b/chapter_gaussian-processes/gp-inference.md
index cfccc3b01d..a435a317a2 100644
--- a/chapter_gaussian-processes/gp-inference.md
+++ b/chapter_gaussian-processes/gp-inference.md
@@ -330,8 +330,8 @@ with torch.no_grad():
     ax.plot(test_x.numpy(), observed_pred.mean.numpy(), linewidth=2.)
     ax.fill_between(test_x.numpy(), lower.numpy(), upper.numpy(), alpha=0.25)
     ax.set_ylim([-1.5, 1.5])
-    ax.legend(['True Function', 'Predictive Mean', 'Observed Data',
-               '95% Credible Set'])
+    ax.legend(['Observed Data', 'True Function', 'Predictive Mean', '95% Credible Set'])
+
 ```
 
 Finally, we plot the fit.