From ca2a2b6b3b1e958a53871095bda894203fc94377 Mon Sep 17 00:00:00 2001
From: russpv <54978149+russpv@users.noreply.github.com>
Date: Sun, 20 Feb 2022 16:36:15 +0800
Subject: [PATCH] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 65ffc4e..103fce3 100644
--- a/README.md
+++ b/README.md
@@ -65,7 +65,7 @@ for t in range(500):
   loss = np.square(y_pred - y).sum()
   print(t, loss)
   
-  # Backprop to compute gradients of w1 and w2 with respect to loss
+  # Backprop to compute gradients of loss with respect to weights w1 and w2
   grad_y_pred = 2.0 * (y_pred - y)
   grad_w2 = h_relu.T.dot(grad_y_pred)
   grad_h_relu = grad_y_pred.dot(w2.T)
@@ -131,7 +131,7 @@ for t in range(500):
   loss = (y_pred - y).pow(2).sum()
   print(t, loss.item())
 
-  # Backprop to compute gradients of w1 and w2 with respect to loss
+  # Backprop to compute gradients of loss with respect to weights w1 and w2
   grad_y_pred = 2.0 * (y_pred - y)
   grad_w2 = h_relu.t().mm(grad_y_pred)
   grad_h_relu = grad_y_pred.mm(w2.t())