From 41d38509d46e27ad464798a23e7d39d29ac170d9 Mon Sep 17 00:00:00 2001
From: Raghuram Subramani <raghus2247@gmail.com>
Date: Fri, 29 Aug 2025 14:22:59 -0400
Subject: misc: re-indent

---
 projects/autograd.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

(limited to 'projects/autograd.md')

diff --git a/projects/autograd.md b/projects/autograd.md
index fe076eb..0a9997f 100644
--- a/projects/autograd.md
+++ b/projects/autograd.md
@@ -25,15 +25,15 @@ X = [
     [ 3.0, 3.0, 3.0 ]
 ]
 
-y = [ 1.0, -1.0, 1.0, -1.0 ]
+    y = [ 1.0, -1.0, 1.0, -1.0 ]
 n = MLP(3, [ 4, 4, 1 ])
 
-for i in range(400):
+    for i in range(400):
     pred = [ n(x) for x in X ]
     loss = mse(y, pred)
     loss.zero_grad()
     loss.backward()
     n.optimise(0.01)
 
-print(pred)
-```
+    print(pred)
+    ```
-- 
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